{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ps6VA4r1C_wm"
      },
      "source": [
        "# НЕЙРОННЫЕ СЕТИ"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "LIWODMMPDMdC"
      },
      "source": [
        "# Распознавание объектов на изображениях из набора данных CIFAR-10\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "creB3faJ87Dj"
      },
      "source": [
        "**Набор данных CIFAR-10** представляет собой набор изображений, которые обычно используются для обучения алгоритмов машинного обучения и компьютерного зрения. Набор данных CIFAR-10 содержит 60 000 цветных изображений размером 32x32 в 10 различных классах. В наборе содержится по 6000 изображений каждого класса."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "i7y8V46PIY2Q"
      },
      "source": [
        "Загрузим необходимые библиотеки: `keras` для работы с нейросетями, `numpy` для научных вычислений, `matplotlib` для построения графиков. \n",
        "\n",
        "* В Keras, вы собираете слои (layers) для построения моделей (models). Модель это (обычно) граф слоев. Наиболее распространенным видом модели является стек слоев Sequential. Так как наша нейронная сеть будет делать ряд последовательных преобразований входных данных, нам нужен тип нейронных сетей Sequential: импортируем его из раздела `keras.models`.\n",
        "\n",
        "* Типы преобразований, с которыми мы будем работать: плотный слой Dense, активация Activation, слой регуляризации Dropout, сверточный слой Conv2D, слой подвыборки MaxPooling2D, преобразование картинки в длинный вектор Flatten. Каждое преобразование будет отдельным слоем в последовательной модели, поэтому импортируем их из `keras.layers`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "ifvqMR0JG20D"
      },
      "outputs": [],
      "source": [
        "# Импортируем сам keras\n",
        "import keras\n",
        "# Последовательный тип модели\n",
        "from keras.models import Sequential\n",
        "# Импортируем полносвязный слой, слои активации и слой, \n",
        "# превращающий картинку в вектор\n",
        "from keras.layers import Dense, Activation, Flatten\n",
        "# Импортируем сверточный слой, слои, фильтрующий максимальные значения из \n",
        "# входных данных, слой \"выключающий часть нейронов\"\n",
        "from keras.layers import Conv2D, MaxPooling2D, Dropout\n",
        "\n",
        "# Импортируем датасеты, чтобы вытащить оттуда нужные нам данные\n",
        "import keras.datasets\n",
        "\n",
        "import numpy as np\n",
        "from matplotlib import pyplot as plt\n",
        "%matplotlib inline \n",
        "\n",
        "# Эти библиотеки отключают лишние предупреждения от библиотек, в частности,\n",
        "# tensorflow, чтобы не засорять вывод наших результатов\n",
        "import os\n",
        "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' \n",
        "from tensorflow.python.util import deprecation\n",
        "deprecation._PRINT_DEPRECATION_WARNINGS = False\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "from tensorflow.keras import utils\n",
        "from tensorflow.keras.preprocessing import image\n",
        "\n",
        "from google.colab import files"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "1bIjPq31HRSw"
      },
      "source": [
        "Датасет уже лежит в библиотеке `keras`, загрузим его и посмотрим на содержание выборки."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "xWOotsDFHSel"
      },
      "outputs": [],
      "source": [
        "# Импортируем модуль датасета CIFAR10\n",
        "from keras.datasets import cifar10"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Tt2d0pKXDR1c"
      },
      "source": [
        "## Подготовка данных"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "kzQx_ZOZDNYV"
      },
      "source": [
        "**Загружаем данные**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ARLcknFUj4Oc",
        "outputId": "90520dd0-44fd-4f85-bab3-fd009a55febb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
            "170498071/170498071 [==============================] - 13s 0us/step\n"
          ]
        }
      ],
      "source": [
        "# Выгрузим тренировочные и тестовые данные при помощи метода load_data\n",
        "(X_train, Y_train), (X_test, Y_test) = cifar10.load_data()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WVCcoIuaTq1Q",
        "outputId": "5e1457c0-0f3e-4547-c47e-8556db34af5e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "((50000, 32, 32, 3), (50000, 1), (10000, 32, 32, 3))"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_train.shape, Y_train.shape, X_test.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "2TcNPW_xHZf2"
      },
      "outputs": [],
      "source": [
        "# Названия классов из набора данных CIFAR-10\n",
        "classes=['самолет', 'автомобиль', 'птица', 'кот', 'олень', 'собака', 'лягушка', 'лошадь', 'корабль', 'грузовик']"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "1EJSbfDoDrnV"
      },
      "source": [
        "**Просмотр примеров данных**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "id": "paywFS1CSkqL",
        "outputId": "65b9b014-7274-4f96-aa4a-804c6ef95179"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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etnhBRCTPZU1E2Hs6HiKaAillY100Cawhis0hTgnEOqx6sJY09YR+h7UmG5nLPi+iGDQbhyUry6m4cpOQLeDdtng9LGodyVmMq6Fu8/3rYc/4MXD97wMUD17f1VHhcbh9lAUCyYAaeceT/4689yZnDbsccLQYydExRhRvtfjR8qKYjaeKWIMYIcXircjIjxgzqM22KsnOC/IzFA6hkUr2sxnu3IPkhylisLbF2fGjuukHAo1yQ/suOEyK4+js2VsA7/FoMOO4wzkOy7/sp9ocXQBZ6UVmx6Tsz7f3A+wBSP7xrKwxx8jJkZdEcwsTszfm/a3f7zJ7FJBu3fsPFescznlUIzGGjHnKCvNBheEjxRiL8w3OVTTNgmEcCeGClBJ1XeF9hWokhMQURqYwklIETSy8YGrDkHIOzZCUkLR4g4qytd+Vf39b5sV9tro4Iywrw8Wmv/f9WcPeo+Elx9m6BKKJeHND7HvGt2+Ydlu6mxvGvmPqdkx9l0FILIBKI8Yoxh5GoFHwERoRnohQp0Q1DpAS0zQChli/Ra3DNEvEOexygdQVfHGDrtfoF0JanzFZS5RDnhAUV7Ip0ZbFk5ESpJQXAKPmKISKElp4wMXO3rvbsCiNCs4YzhcNjXe8OD1hWdc8X69Y1RV/drbmxaLlv3V6ztOq4XpKXNx0fP31a775m9/y5dNT1i+ecJZq/nz9nJ+4c/7Mf8ImRV6lwOXY88vr17zdbfmP33zNbpy46gZiAkyJW9bZanJH0fv/K5mNMuWtSYgX6pXDtMouRXSE1xvDMhna2uFqwyc/rViv4fLbDuMC28tIGBI5IMrwoY7cX8ZbqsZjnaAVhEnZTokxKWMZp4ct7I+f7fxgEyrgYFZ0OOqJW11ybOm4q0Hnl6AQYsJahzU5tCMdH61avPbleofW/Dg3ddykohQfA5jvmyq3DXIPu/ZsHNLjk965vnLYr+e9GsjKiB4MJ/t99L0tnl+OlcAZtKT3/ObjZLFsWVQVIuxzMqR4WMWYrBiIRU3pY5F9OOvQ9XT9QD+M7LqecQr0w4hYh6l6brZbLm62bLuBr757yxigmyxN2/Di7BMWyzXPP/0C7yuwOSy7310zjj3fffX37LbXDN0NTgOfnp+zWq9Z1zlnMpW8y3lMzzkZ+5DpYhyEYnSbn0QJ98sejYfNXU/CEkhpYth2gBLnK9kmG9xWa6SqmXYbht0GZxQrMHY3YCzOZk95UiWoosah1iOqdJqytyQGVJUpKsY6JA7YekHbLjN4+j0ejfvKHwRkALU5YZEqnBjUh/xhGXtO3805uW1AOLpXvfWy7wFDygZWDaAR0REhYZmorPD5aZPzKSuLAEOIWdd1JZxP8x4xpxzvhsQYEv0EY8h5lmNKhKhMIaFRkVjmsOZ1MMzzUssXKYcjOjyR+qP66Qd7NI474T2Pjtk+lhOgdG+8EDlY7Y8X6vx+/rScf49oj94fg6o7137H8j5b5O9Y9o4tUMeL8+HqR3cmHBbc+fUB49+IwRhblMk5efND9/U+b8L8zfusSiZvkjbHFocQ9rGbs+VkDg0IIRBiQDW73JyBygkalZAgqM7h4/s+mY1P+p42vC/W3hR3tHNl8fH37bX5/maPBvucEiEvXGkYiLuO4fqG6eaG3eaGvu8Yh45x6Dlg8/xnDTg340jBKlQxW64mY7ApocNECgG6LvdZH8Ba6CZwFun7DDRW2V1sph50yvj/lrZTtt2jgX8wDuheAdeCqnOT5tf8kwdETmGB2gi1tTxpGpZNxednp6wXDV+cnnDS1PxiseBZXXFe19SS47XGMdB1A9ubjnGxgAi1OKqqZQWcqrIjcS6Ji7EnVcrqxvPNxQUWYduPxYvzgefJH0JF+2OXg7Kb10Pd52eIy8rumKCfwE2QxOCcoV1ZJEGzVppdor+BvJ0dYsI/eDkBcQZXO4xVxJM9GkURmENSj39wWAH/8Z7Q9234e+/Ncctu6arzHnH3+wOond8fjjjMMYCYlBAVY8nz74AwbrdDCt3BH7hr3mfd/5DKfhdCfQzY2GdQfUD5kv2m+P4dfjYOzobA/fN45/jf11HHA1BuPbf7iHce791RLkP2VgAYW4BFCc+ZPR0hJoiJkBLdOLLrBjbbnilGxnFCbMSmCOMEY2DTDVxcXxPVonaFE4OtF7jFmmZ9TlXXGJuNR67yjEPPq+++IbIlBs17LwbrPN576srlnI4U9p61/FfCw4/yTHVOCte8p6kq0eRQ5aq6h834SHJ3ZI9+jCEDnTmX1iYwjtTUqLWkGPJfyjpeYsxriRWMk5JInzLQ8DmvRWLEoDjyGEshgHXEsc2J5kUfOZ7Td0fCHyJ/7vuIbT5GjNRYDE6FaBNJtHjLBJP0nRX6tn5QXvXwcvg2r1e2PGtDJBMJ5dBZx0QjhtNaaCthUWdwsxszkYz42eCb94l5pnmb9xhrE3Yig4qk6JSYiNwOrTFlns/KcAYaBgU1CL4YvH6//KDRObtX3ukQKe4VPSwc5sgIHjkorrO3YWar2ocO7c8z3+BhAMxsUx9afA+b0f6DW4twvqburXfZwnFYICmtnnMx5CjTbf+eh1mMjLEY60EtqhMpGZKO3GYFmF8P93e0XXLUc3tFQEzOwVgsVsV9qhijNJUlJaFyFpHE1cUrYgy8fvkdu92GbpiYVKh8hROhCoGYEi7AmBJDgknLJpyyS07nzUeP2jRvMuXVOseyqfDesVo0eVDG7v4dBzjJer4AtiyGw3ZD7Acuv/4d/dU1w+UloevopoExTPQpMIrmZObiJhcjVGJojSn5HRajmZVnFGHhHDEG6gmEkXG4IcREb2NJiusxxrBw2fVtNMH6BNOsYUzE06ekdlncxjnfIpXxk3WHA3zLCytYyTPAmDzWopZnW8KtrNzfwnfqK/7i+TOeLBb8y59/yZP1is+en7Fsa068pzaG9ZRoorIQT5gyc5FLwtliDV98wbOnT1g9eZZjhWMkDoFpNzKmwGkc+Zyanz5f8rbr+GK55uXNhn/9699w1fX8bnPDGCPxCNz/NxNk/D6bcwEF841bsI1gFha/dEhLUYAsIi0qhjGCOMGfgqmVF79wNGsYByWpEAdHCjl585ZCXBwdfuHwrWV92nL2ZIFowKQJrpUwlNygCUowNfOY/GOVef0+mKVy+Ej+LnsCx2kiaWKKeS0b+p4YE1MooSzzulpi9613GGNKKGlitVqyWBiczbH7qnprLT6swXef94+nABX9d7Z13emDD1/tPdjkvcfcsqe+5/hbxjneN1ePfRp655u71/pwg26HkR6u/ZCe1KTEkEAEa7I+kQpz4Mw6KSZlPcNYxBi2my03u45vX73hu1dv6adIN04FcOZ8NmMNSWFUGIJy2QWMa2hPPLZuWJycsTw5Y7E6wTlPP/SoJhbLM+p2YnX2jKhw0+8Yh5Gr3UB7vcOZFd77MvVyfxyABnuAcejT4pnR+ViAHP71UKARbYVzAjZgUpsjIDZXpDjirM+J9MaRbIVbnNGIx6QJ0UCMAWLIv0kBjMVWFUkcwVT5mdqcX1nbQl4zjGAs0dZgqszF+WPGTP0jiXUVOI+KzYQfolhxGAxi5jzgO5NqL/ruR+XzHNIdsRoQjRgdyUF7PSKJSiZa6zhrlyxqS1vN0TEjU4wlXE+oqgrrLM5XGGepR0M3Cb5X7BBxCj5B30dsNxL7SBwmRCxGPCIWNR7FoOpBNYMezfuQfKQl9EGj89j6JbcWjtuI9JZnYraT67GzoCze5YTZ3i97c9TxrXy0knIEPg4hU8ftma+nt34ih0bd+VweBDSkJE7lc9lipS+J7nPfHYO1Ozd6HNG/X+CLW9gYS+V9vrPye2vzImmLAtt1O8Zx5GZzQ7fbMsVIoiTNac7TSAkiCUmCxrlr8oCac073fbPfCPXI45GfnXeW2jsWdYUhMXX3D5sqt3mgJSwhDGEcGLsd25sbdteXTNsNcRgywNBEr5FBIRiIImBzXG4jBhGXrRDikJRZzpwIo7VYDJM4ILALSoiRTczcDxJjBq2SE6nd5QIJEXd1jTRLYrNGfUsyOXY1JSXGDPxmBULMcUx4vi/Z53CwZ+yYu9s+QC1fOsdnqzWfrNf8Z598wvOzNS+enbJoahoEp2C3PWYIOU65cFAbSTS+5uTkhMVqRdUskZTzYdSOVJrjkl1IqBWeNUueLFrGSTlrWn7z6gKH4VW3I6ZUxo/emm63QfStp33v+/2x5eMsXXdtyrfOwF7lOkpWEQPGG2wlmMqAJ8dCi0OkRTAkAgnFNgljlNUTQdVQLwz9BtKUY82Z3fN7l5+iLgMZv3L4E099XpOCoFOC0ZCc5Gd9tKDJfh2a7+Yf06fx/XJ4DmXuHLkG5zj2GBP9MBBTop9GYoxst1tCyJbpGI/mnM0WR197rC0WORWs9zjvUVwJ+yt7Vb50Gb/HCOAPM1Zvg4b3X+Pw6bGy8h508p5f/X4K0dl6NM/T4+N1/8lxE4920f1Vbnt/PqRs3f74QUBjv33mAKyckjGHos6emlSUo+xBGYeR3a7j6nrD67eXjFHpQ8RYi3Eue9BFCCl/PqkwRIuTRGsdxnl8VVPVDc5XWGvRPhuZXFNhcVT1gqpeoMYRMPRTohsmxpiIemxIPRjs8m3o0WdyrCLteyonhXMYx/ftO2tAKig0vWhE5boYyuZ8RYsah6lavBqIA8QJlRFlhDSSYszRG7bKyrf43O45+d47JCVMMqiYrMSK3WuQh7u/K3LonLkX7jlYfsy8OzEWrEUxJf9HyZkNhlukQreURz2ar3fmb2maQTEkXPFgGAJCwEjAEPESqAw0TmmcUtk8L52EvHeUuWAFvHFUlcN5SzQCDnoURyYDyXpKJI4BZMq5OuIwNrcqii/PxwIJkVjafEyV/f3yA1mn3rVKKjNl1vzFcTjUoUPfsaag+79j+8helz2Kb9Oy4s3XKVxGpFvv3xfdeXuJPACjQxsOx90GS3Pol+qcxP6wwZldubl2gbEVYgwpTUDcA57ZqnFYbY6B25xZcmhjpspzVFVFVdWEMHFzc8U49Iz9Dk2JUZUYJy4uLxiGnu9evabvB7opEXC5Lcx844FaFJciroRzTMEwRWGKypSOrSxKoVOaewsQnCXHE8aEjrlfjYYH9Z3GkTg59hMxJq7evmZ3fcPF5opu2DFJIHqYghCjEJLJLkTNdIUm5nCuyhsqb1islpw/fZYpkKdAlQJu6GEcGBSiES5qTx8MrxFGIErAoJzHSJOE05sN1aikv/+a9Gbg5sXIsD7DL1e4piEzjBWPlaSSmG9yrGrKiYTOZvdmpmOUzIICe8TruX/f/fnTT/hvf/5znq9WPG3X1FJxc7Fly5Z1VVNZx6Jq8CvHmCJTF5giiHfUTYP51GOrik4iTqCibEiVR0JCQsIouGLZ+NPTU55WNf0vJl5vd7R1zWXf8burS7owMUxjpmk8frb3Hxb/CciRokoxVBjF1AZ/4pCFQVuLNJLrW1QVn5w+YdHCSX2NcxO166COfPbzxJNnoIPn+hW8+VrpbhLTEEkhZXpnA2blMAuLPXHYE0toIhftFg2JZCLjymCeLLC7hE0BDQmdsktcYl6BZ+Xyj/HZKBA00u16Xr9+zXa349tvvmUYBq6urwkxZKCREsMwEpOSomQEj0VVCCkn51pnCu1pph09PVmzWi15+vQJT56c8+TsjGdPn+BtrgWkZfPf47r95vvjSVZsuT0x5JZ95xa0Pbw/3it+gOx1tg+DkHlvz/ty+ew9+oXK0fdFL9grx3JXbziGsvlLIyYrQveUDDrLdSQ/89mQZ0oohbGF2j4JSWDbBy5uOi63A1fdlANUhEIJbTLrEoYoECSBdbTtgqpZcHb6hPXqtHjFIpvra0C4ubkmpcg4LnK9DutoFivWZ0+pfEVyDdtg2I5QD4qXHIQy9/V+hSy5OmJKnokc9Ko5jCWHViVkune3AeCXZ9SV3XegpoggxLGnbVc4X2MWZ4hvMX5BigFJE6RIDCMxjKRpIE4dvqppFksChhFbQrtN7lOyAa6dpgw0qhqxHhWfPRoyewDuMH/Oz/jW6L/19N97X8fEND8+sQf4TIHJrJ1KueZhJh0bdN5teza4p7KuKEL2YEiaMBrw2mfAYTPLlJVUvCbgnIJNBCa2lxdM08Tr6w1DiNiqRqzjZpvxz8nJmqatiWQja9rcMFxv2fUTu2GCmMsAxN2EXvdgK/ALjGupGgrkqQBTIo8k1wv5yNSgH+bR0DusU0eb0rECzJ33e4/G/jkXLusjkDqDk3kx2y+gdyyh+Xxy1IbbC9ita5dFJrNOCbfjz27/4va5bjNk/RgD9ID+TIlJZJ+odrARvQdk6Hz9u3/597YUl7LWEcLEOPRMY58nfoykGJmmkc3miq7vubm5ztR9ETKXdXb5GRMQEl5MtsAnssUbwYlgRTL3flLinByvctRMARGsUCZKQkMBiA/sP00RLYxGknJ8Z7fdZm/G2NOHiUkSyeWE9lQ2ElWDwWCSxZDvwVmDM4ambjh9coaqEqYROw6YTQA7MXXCFGDnLTvgrRoGlIlc+C9pYKGCH0Y0WsbXV8QdvEkN222iPYd6RQYURLT8ZfYvgyFhNWKN4J0UppIqg4zKlLmRN0b7gOTIT5en/PT0CU9XK1pfY0TYbTtimJBWcwGpaompGvquox8njFiMKLZyyKJGkBy7ieBmbcEW3r6SO+PILBfPFy2Ndfzps2ectjte7bYstp7rbgeaCJPsCRz2oX+3HnR5kXmFeH866R+T7BnzbqmA7xx1ULZEECfYxkBjSJWBMga885w0CxYttH6HtQHvsyXLPRHCUth9YWlqIQwBYxL9VgmjggUxgju12LWDE4ucGJJJdHbMrC9J0dpgljVGA7ItSkWMhS3j9hr9xyRzaxLZy9gNPa/evOXy8pJf/vKX7LqOi4sLpjDRh4GYlGlKxcLtyDQjHlTop44YJ6wrhBUuh1CdnJ6wWi754vPP2fWZCOLk9ATB4q05MprN+0jZZW9xux+39oeLzGeV+Ux6+IJ3R9jt97/vuvPecftXcufc79zO/rh5zpa5eTDXMm+xx3N21kHM/gKHE6pqjlo4aoSRvLTcV/bpC8d6xaxkpr3tJn9OHvLjFNn1E90Q6MYIVrIxhRzWOleBiAJJLGI9vm6pmyXtYknTtBgxaEoMfYcq7HbbnKBtc9iVGIuvGup2mXvOwpCEIUIfFLHFEHk3eXjOTUT2YdEHsFFCqKTUR3gg0nBVi2+qfQepRtLYY1ymoHW+QqsF6prMEoUiKScoxzCSwsQ0dDB4fNNSr9Y4DKJZMbU2G9BMUkxSNMTM+OaqPRPYXp9UPUQwHG8KHPSlgibfs+Qe+u8uyDgGGz8W6LDCkbI9E7sftfEIZBy1LP9f90TwGAUKYQ0aMDpidMLSY0Vxovv5kUOxdV9TLJHY7rb0fc/l9Q1DiDTLdS4wmbKh0zkBAtZVGONIw5awu2bc9vS7AS+GCoPpR6TfgW3yeFQw1ZIkJs/XfWwnxTjwcf34g0OnjjiIjtT9soHKcQ2F4y490vH14MnI2vb+ZEc5E7MifThkvkY+xYFCTSgejQIqVORINTtCLMdgQw5f7ds4t2E+fAYZx/fwAK1nTszJi3VOCo/iwKScCLav7nsbNn34XOCcp20WGCx9t6PvtnTba0IYCXEixUjf53oaIeYCcd5XKIZpyhXFVRyZ7i9bMEQNtijITnNdiaSKR6gkFymK8yZb8gnmmhuJXBCs6E54Kda5B5LZLK1h6XJGeRhHQlKsMVhvWZ+d0q6XbHZbhnFgvajwxmVqwZDou56hG0rFV2G5rDg7W/H888/4kz//F4gkoo6kqwvGv+0IEthS0YvhqvHsfGKrkUkjOm0xGuiqOi+S1QJjGwiRuN3x8tUF311PtL2hXsPSWRbOkiSSJLtARXL/uhSwVnBV4XW3I95ZFq2ncoZ167BEbLx/2Nl51dDYClHD37+5YBcnXr59Sz8MnPiKxjpWp2vqpuFksaSta57WC84Wp2zHjm7TEUJgnEZcUKohL9ZiLFIZ5Mkptna4swVGldhFFsPEZ05Y75ZY4Krr+WSx4qLv+MuX33DZd1z3OdlyXoiPwyiZX4/m6B872Pj++Zpnxn4TMmCcIK0l1UKwuXjmsq45Xyz5k6fPOV1azlqHNR0RJenAtIiEAE/dgn7nePunsNvB5iYw9JFxghCU0ScmF+lNpLMxM4sERWNOI5RaME88fmExtSHuAv3LBAFM4U7Q20/in1xEhGma2HU9F9fX/MNXX7Hd7nj16jX90LPtO0IMNIuWSmtqWpIq46jECNvtSAyaAYcYFqsKY3NYDQKXl5fsttcYV1HVC3737Utevb3g25cv+frbb/n8k2f86c9+Qu0Ny2r2YBwbfY4BxsNG611K61sGsB9pIhxCmGEPDGbdoVzsfWBDmFmBDueQO8fovjDYfK2j8Iqyt83RZ+8kyvKw3hv6MdPHFs/wbFkG9jU1TMze1z5OjEl5u9nx5qZjMwRGFazmGgFCoaLXTAMtxtG0TQ6Vahc0TcOirmirzL3j0kTqUwbzY44miINAIUQxjWdq26yYpYmgkd0QcDJgGoOvCofXHhHd7j9j7ZHeWtaUI6Dh/MPyq8Q6cAegIaq41RNcDIivc3iQrXKIp5kBgQFNiHWIjzjfYJoVxntSVaG5F8sFymyZ60S5rGBpZmAo6kRiGgZijAzDjlTYIgVomyXeVVhXPCBzvYhbI+bD69X7QMdBV73/OufMrPyX66uWZGlBzREW2ofyZ40167854sGkUDwYE1annJvBhDERL1OeK4Zbz18KjW1MoClxfbWl63rGMZEwOKnxtibEAU2RYTtBULwNOGtpk+F5u+K0WjCdFFIgEcI4Me1GJjX0yaC+gdYTkqELkZCUbso1XjRZkn4cwP3hQONYGZ8/1Hcf5EH2COPWkLiN3Ll10hnE7K2Ad8aBFHfDu4vw7c/vtjuPcLndcLh9Q98DNh4KNOZ4SlMSDY0xuaYG84i8jWzmbexD57PG4n1Niso4DAxDzzDsiDHkyuEpMk4jIYQ965R1HqcCxOxqZi5g5Ip1WjCSDghbImrypmBFsrfgiNgwFbCR9nGxgpMyASX/PdR40FjD0jpQpVNAFWtyfkm7WqDAlCJRE8t2waJuYIpITFxrIg09zoL3Qtt4Vqsl5+dP+OzzLxGrqPQMryxXXzm6wXKFZxDLzjfsrDIwElLAaECTYazJHNWuQaRCYySFkau44aWNNGZFFWue1g1aCckkogRA0CQ4TfgYMU6wlezzMipvCSHR1pZVZRBJmHj/0Kml8xl0Ibzc7Hg77PjNqzdsu561WGojLK+W1E3NT198yrOzM07U4KoFOgyM3Ugce6Z+hxsTQ59y3HJd41xLszqBZYX9ZI1JituM1P3I+RhYNjXtJGy7AYPlVbfju92GiLIbc8Lasf5xzCb9nwK0eL98z0DXEmIqIBak5GYkq2Ch8Y5VXfPp+pQnK8fzRcSahi7cEJOhTyNR4Wy1IMaKmy8tw2i4vp7o+sh2C0MPN7FnG0eupx6dAjokxk5Rk4tnWW+wtUVrg7XC5AVzNd4BF7Nv+Z5FwN5ZuO5Yne7KfsGe94qjsJrymxAju67jzdu3/O2v/p6u67i5uSGmSAgBEaGqK5DCYQ/4EaaQ6HolhJg7HkPdNFS1A8nkG6/fvOV6s2V9mo0Ym8trhqHnZrPh5uYGUuDLT19g8FAdFzWcB+1sGJs3sPsveHLLU3C7B+8q9fe+hhzvZUdK7QwyOHqdf3Dr6KzgHWp36C3DHTobEY7afGTZPRDAyFHf5bt8iPd7mia8yaQfajhqXy5clqtz58W2mxJ9SGy6gZtuoJsiQbMHI/u/Za/LJ1WsNVR1k/fPqqaqKurKUzmbi8dqJBXjHVMuyJuCQ3BYb3E4fFVBisiY8p4dIv2gLF2FVrYMnSNwVBRpMaUG1/6ZzIAkW/5VFbEPK9gnxiLW3TL2unaV1y2T8ymO4aEee1WMQ1Csm+uECKkURpzrQ80kN6m462ZbvtlrgpGkiTCNTNPIdnNFmKYcHSE5lE2qhIjFFrCTl4oSkqrvLDr7Zw/8wTwbZk7NOLI1mFmPPIqBlBISlsd3ZsBEp/2f0QGTAk5HLAknESMJZ9KtffKuJAVNSrcb2O16IhY1FisVztQkIilBGBLEEVxCjcGLx1UNagxqDM6AN0oKkbQO9CFxPUyo9aTGMEWwQzZcTSGQComI048bd/dKBv/gfiGZQ9mU14O8++93AMkROpgt5DL7kIvGP1tR5sFyKxFFD4v0XCMjzZe7A2Teuejd72X21RwNzPm4B8rBypKTuNW4Qnf7vgyY90vmerd4X+FcxRgGdpsbwtRRWSGKYSTTnI0hb8RYm4MHvIJY6loxJlPYJVV0UjRZrCheFIkjkgKhAJZ5ATbGIcaRQmCacnhWCHFvtzUC3mSwURfq8ody2axPFpwsFqSYCP1AVGh9Da1SL1uMd7jKs93tOF+vWbULmAIaAqa2BJc4PTvhydNz1qs1T8/POX/2GYvVCWHq2G2vibuetN0RdwMxQEyG6PzejWuTwcYKoya7amy2Mhkx1EGRFHMdzZTYbDtSvMEuE7ZpkSrlqI3ZQhYLO0ogBwSLoMbQT5Fx2tJWFkegsYkm3r/33oaBjRdk1fDi2c85scIz+RdMSem+e8202XL5u2+4/uYVu11PvWj5h6sLnnz3NYukLBQkTEiYskcLWJ2sePaTT/GnC5ovzzG1Ja0rUKU6DZghsPAOd9MxXWyxwfIXT5+xmSYmAt/ubvj3X/2W15sNl0NPHyJzfs/BI6u/bwr8E8u8EBzXsXjfRlfuSw0Gi5CtXd7XrM+eYNcV7vM1i7biZ0/P+ORkwWcnn3DWWM6bFVYmpuYJiZExdUQiQzDEJIxrISRhfAEhQT9YxiBsw45d6NlOHdupYwwwBJhGYeyFq+3At2+29F3iukq5zsamIW0TUz+hUXPe0h+k/3/PSe8YgFSVaZzoh57vXr3ib/727+inEVd7TpqK82dPGMeRN29el7DRAWstT86eYH2FSss4Ja43/8Bu3KIxxzcvT9ecnCxpmgrrDNtux67vePb8GV98+QUxTsQYGIaet5cX/Pq3FiPw6Yun/Gd/8nO8tVQ+V6A2x6xw+yrt9++8uRjpkb0pj6wPgI9Z8tb4XhPbnWOKmjdrrQXgFXxXDEzc3lvvXHN/BTnaseZM7L3ldj6+/OLWDdwGaPt/f4Q3//tkmiam4rlIZW0+zm/IyoGAgX6Y2I2Bza7jZtsxjFPZ+os3REFjqW2kBuvyvlZXnrPTNb6qaESpSNmjgUVdDtkdXWapqkwO15WUefcWToi1ZZxy3uQ0wG6CpYOFl9t5qcXtI6VNRu6sM5ojFOa/bf8wwpV8zeN3s0VEC8i4ayo++t3cNmP3z/Eo3RmYCRzKee/YHTRFdttrxmng7ZvvGIaBbndNmCbGoUM1cXZ6Tts0tKszfN3Srs6omwWuqnJ9sj3Af38bbxURvvP5QyQXQy3PR3MyuCHnAeX6WbkWRk74zzm2ohNogDggacz1vQhYOQCMnIvBYYJ9oJkpJYiRcQpMU4DaYVwe90YEZxxqBWPz8O+nBBoY4pRraEwTU5ggDEgYMJrrXQXNLGumavDL0xw6pTkUrsJnwl1tMDp8VD/dA2jcXrj0zr9vVe3W71cY5Hhh2b8clrJ9gtps6T96/w4SndfNd3DD7Wjvg+uRW+e8/aN5stwGGw8blHp0qWwZELHZfX8LZBwdf0d5KWpLrlNh5roZnlF7+m6LpinXiEiGUCoUTjESYi7oYxCcB8RQ+RweNWm2IgVNUMJ5vIBEQZJBUsCowYohicU5j3M10zhgdpEwKUTds2QayXr4jJCNCOGBSstq1bJsauIU2UiufdH4ClFhfXqGbxuSKL6peXp2xnqxIIVAmiYGndjGjvPPnvHFT7/gZLHmyckTFqtz2nZJr5E0TsRhJHU9aRhJMW8uyboyphNGBTt6ZAYaLluaDIIvVLVGM0XxbtfTjZaFWlp1ubTaEUtODEqcQEVLFdoCXEi5aFRlaG0kVODs/YHGdZjYOaFpK85/8hxZtZinT8A7fvcf/pqr717x6qtvePvmgpebG1Jl+Wp7zertS37WnPCTOtcJISUqn4sCuaai+uwZ1ZMlzU+egBOSz2PIBzDjRCNgmoq++gY/Wl40J0xJ2drIi+6GtzdXqEa2YaIPsVSjzwrWHAJ5m/XoR0D4P6rMc7WwjRzPVZnDpKQoV2b/N1uznKtYrk+onyxZf/kJJ4uWXzw753nb8Hz5hJPKsnZnWJNI7gUqkYkNSSf61BM17JcMtR7EMiXHlAy7aUMfduzGHX3oCAoRwzTBMMBvX10x/l3P1Ua5SYIRiz+pCRIY32arYm73Q8Be7otj1ejWWnbXRa3HSslBEVHNG+Fmu+Xlq5f89S//mqppOX3xgrZpOD8/o+s6umGXX7stxkpOfGyWmPqcfkzYv39JpCfphKC0qwWnT845OVlRVZ6vv/ma12/fcHZ+xotPnu/DEn73u9/x6tV3qEb6vmOYfsaXX3xBU+fkfSPsi1AeNo+HKcuz/r/vO5kTTO90mR6rfbpXSu7AivdOnfl8B72vzDbN6/fvAxn7b49zHlXRmK3swqwkC/uiucd9st+j9XaI1l4Zu5/EEAiFUQzNXjyj5nA/kuekJhjGia7Pxfm2u44pHZ5fVhTJoFsVlVJzSoTGO85Wi5wXKVpAhuIlgTiiGLwTkhq8yWOEFFFNNFZQsSTJ4dJTTCiJsbGE4Iohgn34GbfGVukfcvI35Zj5r+8/TuH7kNzVp2R2vd5uAXc/2IOMMvjkPcffLYp8fICgaIp03Ya+2/Hm1Uu6bkffbQhhYre5JsZAt72mbVtWZ1uadsm5gHEG43I7j4l93qeZ3/VozPf4PvDxQ8TM1eURkFmzyx6xQx5iJpFQ5qJ7A8QRSQOiw57102W1AlMqrFNw8Ye2P0VzpEqKTCEwhYBrZF/HTKQYpZmfJ0xxZJwC22FiN050u23OKRq2xG6TSx0Yg9jMpuWbhjb2ub6Ad4DDsSLhIBlM+oNVBn/nbvcyg4tjnf347/1483i53J+lRBHJnSPm4w50occ/3v9+P9qPB9f+o7sN5qAk3CnecgQMHupie9/PjbGIKkYsScyhhMbvuZS1NrtxrSOETO2IRoRsVRfJFLMxKcZ6jGaGKzFKXVu8VzQaQohs+54pBtTlmLuMhg0Og9OayigqivEV1nkMGXTsbq7Rbpv5yguFYM7RAG9zRfA5gemhscVXN5eEbiBOkcvLtwz9gEVo65rKe5xznJyeUq9a2qoq/TIyhBE1iqs9dVvTrpYslitWp6dUdYugxGFg9+Yt48UlU9cThqGEngm2sDt4CUQiYot12s6LS+5vq2BUaHViQcUmTExxoPc9W+OojKFymahWFWzKDGKpeDcySsvu1LzRRN5c9/SVYJv7u8S/3t3wJo5URvnnP/kJ62dPMM/OwHueLNbsLq9YDsq36yf87Tdf8fXb12xfvSZdXdAtzti2pxhjscZxsmx4drbmJEIlBtsH4rdvS9RfHrBJ8vw3SfHesXhxjq4nFsGSYuIXacW5M3Sff8nP1mecL9/yqut4s+vZjhNhmkgxh5iBztVl/kilgAidfaepKNB5lcsKYk4kBckxrQaMyzkazmcrk8aJoU+8fDUyesNfb1+z9MJykQv2LU5brDc0dcrMOUQgwDSiGsF4MsGEx2JY2cjSOp5UpyQ9ZQqWMThi5QlNQ9p8yy+1Yxtu6LorNAp+VWPE4M4taRDCJkJMuc7Gg0Tv/Pv9C9sxqJyX41g2z+9evuSXf/dLumHg6fNn+KZhdX6KdZYkSpKU4zMNDGFkjBNv3rymqrcsTixThH7oGMNAUzm8M/TdhquLROXAyoLaW05XLc4qcepZLBYsli0xvEAE4jTSDwOv317x13/7a56cn/Lzn3yJtyazGJXby4aW79EMPkL2rFNw2ODugoxbr7f7+PZuKu/ddN/nMdwTtiB7Q9v77iLD6vKQ9GAiC2EiTlNWcgqT3oc49vfW53TMNDl7NO+/z1ZNTV1X2StRqjMbmQv3FUNhRlJ0kzIFxdscNqLFmGlLG2Yb6TwyDcV4JkpFwAJWBac5l87gMmU1woKGpEpTVVgRwjCiaUJ1QNNIMAHrElYVo4J3NrMOkhXMVNgd53zW3JC0r1U2tyuHLBcmyo8MYfmnkbsDsACqlOjHgaHvePXdN1npvblkmkbC2BFDIE45x3Tod4hE1nJGVVuq2uG9zYUY37nWe7TM94RN/RgFAIuNEMMh99hozMxmOcMuezBShDiiKSA6YdKEI+SxIwdzlJW9mSpHpb1nDs8GAlvYQpPknBfjFVPNfwnxkc3FFf224/Lmhq7v2fY9/TiyHUZ248huu2W33WDiiIkjpITERCJHxPimZnF6gvU5N8lVLc36U3y1YLX6jBD/YB6Ng8zK896Gc+TJeJ9d5/iz40qu+f9Hthgxt/p279CYF0O5i8A/sDgVy8btwXX0i9n9cec0t7CIHG+DD5RbKCJbE3MsaabQ0yNr3nulgCtrLXVdo2qIIeUwnJQrRxqTE46d8bhEpq9NIeMoUbyTgqky0BjjmEOnrCEZQbxDbP59ZQ5Wg7pZUNUNUgaijSPDpRKM7kM1E9mDUdsMOJzka6YHzuebm0tG2RHHwNXlW6YxsF7lKqzeeayznLTrHP8ZIsRI7BJDyGw7vvZUbUO7XLBYr1ienmAkh/vEcWD39i3T5VUBGiWRXgVjtLBu5QUkWUGwBWjkgjpGU07uVmiYaDUhcSKooe8rdsah3iM1ZC8ZOVytbBJBtawUuXCJIYdV6RgYa6G9b5w88PX2hrdx5MTCiy+/4LOffIl5dorUFcNnnzPtOpqLnhfVmpfbDb/6+mve3FxxGXp2qw271Q7napxr+PTJKfVyyRihEosME3F3k+dVMYInDziDXS0x3tG+OIchsNgGZAr8YlrTe4+L8OasxzVLvtpu+eXrN+hmS5+2jEc5KQcl5I9N5s1s3h5u004frCsZiMwBESKa2aEcOGewRklhYogDr697dpKoX0caJ7QnDl9XPI+f0bQNz05rai9UJmEIMO0gTWTOL4s4h3WW2ldUzlO7JZVZMI4Vfe9JrFA5ZfO2YcnvuAgDXbdFosMv60yW0DlSF4ljQid9INA4BhYf9wTn0EKQvDZNEy9fveQ//OVfcnJ2ymc/+RLftjSnJ6QUmcaBRGb3UaP004imyOs3r6mrhmiWRLX0Y884jayXFU3t6bsNKXSsVw1NZam95WS1wBtIU0/tV5yerLHO0ixaXr96xe9+8xVvLq745a/+gS8++5RPP/kUKo83B6Ah6JGF935iJMd87+U9pzv2LBzH1H/PT96RD9LYorfAxvt/czAJChlfpzgRxwFxDrAldGM+6jawSZqp3LUk4+69Hw8AaAB1VdE0TY4+mJO/Z6Cxt/Lm69Q+MEwxU5+T9yrmvlfd78Wp2C1zSDB4SVQasQqSBJdC3gck4b3NYUbFEdDYCgMM44aYAqQB1YFoAs6mzDqkJoMdayl1mHMuZ5rpThVKKOMcGaSqB2b5GWykf2SgMetWfOTsvhvmLpBIDP2O7eaG1999Q9dtCGOX80sLa2acBmKYGIctMCGSqGqLryy+cjnJn6I/in5vY97n0Th+vY8cgMYBdJvilRMmkh4AhoYBjWMxCEe8JHwxxh4b5Etri4H7oDbu2ztfWw0ZOytiFXGKVPNfRFzkZnvF1Zsr/v63X/Pm7SXXux27YWA7DHTjyHZzw267wUtOP4vTRBgKuBsHfF2xPF3jq5rlyRnt8oRPvhxZrE75yU9OifEPlAx+O/fiXUv9uy64gsqYqyQfNH0lWxKS6n6hOfZUzIvpHPGXbtk3D8xVd/m49ejtPm5wPlZnW4CWCIHbFgLdMz/tL7OfVA9cB7kDYZhvNvO4z7ka70E+s1VFDGoNznmqqiFMyjjGEs+ZE8qT5tWyrlqsE168aBmnwPXVW0Kc0GnMg79YYOsqu4BHG4kpYW2mmrOVw3tD3dT4qsoKTFUx7baM3QYJAVdChjCmqFo5XrF2BiuUIjLvjpEfKjfffccOSwiR3WZAE5iTU5wzEEdiH9CxWHxCruEhXYcfR+zQI92O8fKCq28a3BA48S3GeJwZGK8vmd5eEG9ukBAwKTM+OISmWBTSPp0iW7q85omT3eYJrwFNSiuRRfkMElOc2A0DUoOdioXPStkoitVgHr0pu+f3+UkFdFzd3N8lfjX2/Prbbwgof/7rXxNj5Kn9KfXJCkSxtefk02dMm44Xv/6MT1+/Rq8uSJu8id6MEy4ZKnVc73ouL294++aSV1+/pPGWZSVIVNI4gRFMUyg4dpkO12OQymOMR0Kk7rYYo7wIa9qq4SYJzxY9J7bl9arjm6s3XGxvuB63bMcurxH7uQs/wgT8kURBEtYrxgpNW1NVLSFOxDgxTomp1KZAM4e/MYJrlOZE8YuBEF6TBs90c5Nrz7iIFWVrIsHkGFmfHGY3UcWaSWsqJ9T+GmsGTBxAA6hHsWANaoXWVtTG07oTFu6UrvPsthUhdQypp7vZsfZrVn5HIw3JKJEJKsE+EaQz2M4SB9Dunv6kon0eh8HeWgKO8Nj8r+PiZEmVl69f89uvvuLi8oKz8yesTk9YrtaIc6RU8soQokI/jHTDyBQCOoeBholvv/2GkHJI4rKtWK1amrqismCtkMJIv9tiRWnrihQmNteXNE1Ns2gZ+pEQI97XnJ0/xWDYbAcur7Z8++qC9bLFPzvLyqrMs3bmybln18kHRvm8J+odkHDr4Nv7y/vAxPecem9JlVkTfM/vVeN+34W8PhoEq5GYAiaXdMEkg1HLvOfOG34qIVZzb83nyK+8E1X3g8QeKIDEZCVMSuFFMTPgyJ6Oqq5pFNqmZtFUjDEb0N6J4Sc3yhqonKGyUmLpDc4J3koGGilmalLJHn6EYhQAMUqys86hGC8EDKKZ3aryLtPgwp4qNzNqzh6NvAdlxd6UcKnC7lWIZfwDcvnuLe8LYf+AHFbwPENSikxDx8WbV+y2N/T9hmnsoFDmasqMTNYIxlnapqVdLDg9Oefs9ClNvcz7ijhUzf4i+6d3ZxK9r50/hkfDieKM5sK6KUCKpCHkMW6KnqU5qX3qN4xjT2MFTPZkWWePkcTtNsvcTu7ozfn5RyUT0aTIFEaGqafrQKLH1g7vPG+v3/L24oLvXr7k1ZsLduNIPwVCyuukJrDW78l1EjbXHbIVvmpYrJY8++QFxjowNbbOGk5UQyQVj9pH9NMP7djvG1fvPsx5sszc4O925BwSnOM5M12IHBXYUNXCTKB3Lp7R/23L2bwEHhzB2TAxQ4kS1yjzw9Kj748+Q9nj07Lw/1jUgsd2WpHMWSbGYUwqnpz5HmZS8CNLlTEYMXhfU1ctpIkuTqRUFpyUE0WtcTTtCjGexWnDMI7EODL0HV0Y8iJVmA/aypGcwU2BMC9WIrimpmpqFss1i3ZBZS2VMWyGkWEcMGHCp7yQGmcz+wFgraEp8ctVyS94qEfo6uuviEmIMaF4rPOISfhKCGEgjTnBSTXBNKEpYfoON464bofZ7RjfvOEiBvwYOV+sscbjbMVw9Zbx9Wt0e42fAjaGAjSURkOuHZFyXc4Ri4rgSVSagUYliUon0MSCwJKEL307ThPbZLC1oZpcrp8ghlSqbOencAC58zwRVVJUUkiY4f5Jfhd9xy+/+i3Xuy1//td/w9T1+NMFZwbccoFrK86/+BRvHJ//7d/x9uUbYoLQTYharscJFw1Vys/+rcC6snz7mxVni4bl2Un2IG06sIJdehAhsANnqZ+cIpXDrCzERLPbUBnhC6kYQ6KpllyPgc+bc952Pf+hqvlN9YZ/uIZNHHL+yod0qn9SyY1yFfgazp+1rE5q+r6j73s2NwPhZiJvMgnjBVcb6iUsnoBf9oTwEu2FcGXxleBOM+vbjY0MJjEyYaOh397ghorrvsZboWmusW7Cm4hFUa1ALSIJMcqCikY8K/eU6Ht2G8/muqKbGjbjNdtu4syfceU6FtIyysRgRowz1Iua1EG4sdBDeH1f5eX22nwwuh9U2uO3WXHKy12uJA/ffPst/59/+29Znax5+vw5y/WKk5NTJk1swlCouYWYErthoOsHhhBBlZASIU68evMVU0j4esV61XCyXtA2NaIxew6nkS4FrCjLtiZNAzeXPXVd07QtY0yEqPiq4cnTF3Tbjos3Vzi34auvX/Ps6SnPnp3nXK35XtLDVrvbVk3dv9Nbn90+/ngHu/3577/W8b9u54co755FEc3mkXlft3ugEbAacxGvJBjN9Yvm1mWCAc3hUsWTMXsdjj0jD5rjzkAJ/Z2BhRSPxjHQMCLUTU0ylkXbsmhqZAyZqlOO4NlsCyTTfzZOqKzgJOGNUvucj2GImEJLash1MUSglpgLmjrdFw5UUapKiMZixIN46srlqtlmZlBKSIylXxJozjXZezhgr8vYmF+r9EBr3h9UbpkUyIxcI0O/4/Wrr9ltbuh218Qw4W3RjlIgxZg9htaxXCxZrk44P3vK0yefoKZBpULVoPt1RY/+PqJVP4JHw4lSmZyDkeKEpokw7EhTQGxekzONbWLYXbHrtlBXmKpCpcFYX1qeFag96djR3wyYIa8vqBJjwERDSoEUpwwyxo5OBnS0UAveeV5evuT16zd89e3vePnygiFmI5YtIeegJe/WY6xD8KRoEZuLG6/Pz/n0Z78gRthsA8Z6guSgr8w0+gcCGj9cDmwye2JAPV42DwPjsGiW9LRb1puSZ1GSn46RazYmzVaTYok5Gnu3bDNHb24lrnN7OuT/z3aXh0/i2Q02A9f9eyjxrJbscz32m2sp+pZb5IzH+cwlDQ4xeZDYxYqmcqQ0EaYtzlecnL1ArCOZiq7b8erl14RxyAluMWHFYm129eY+sESbiCmSVHHWYazPoKZuMTGQwpRjJvsdGkasydar2emrqlgrVE4wBlyZHPFBZipIV9eI8xgFtQlDzMVmJOUCfCI50zXmpG6dQgZCIZCmEZMifhjwN9ckX7Np2qwcGE//6hVmt0GGHl8e0MJkr4WkwJSAqIQSj6sItXXUCLVkUGFTRFPCS6SSWIrsKVETY4xMITINATvzBMdEnAJajiloc+9CRRMhBiCy/cgYyPdJTIk319eklPh3f/VXvLp4izlp+eTmhqfPntO2LSYl6qbmky8+Y7ftGIywnQJDDAwhslwveXr2lOeLBZ+frlk0jovLDToFVs6V+io5GyGFiCYl9gGMQcUh3mEWnkzFKFB5aqlwUTmPQm1GYtOwVuFmfQKibNLAVRzo+4F+fFiS448r88oPGFieVixOaj75yYKzpy3bHXQdtFdCcyWlIJPgKqgWQr0QlufgW6E5E6Qy6MrhKsNy5aitsqwEZxK1jxgr+CphbQKXSFYI1qDWIhaSUUyyCA6joYy7icREpGXUFqqG5sTm7+OEGYS0WjLIgtOvaraTMoQBNYnkHahQn9Vor9zcM3Zqv6JLead6ZHU8Upz1aJMvtqWr62veXFzy5uKCqIrzFadnT3CVJ0TN4ZlljYwxEUJit+3Y7QbClONJdl0gJbi62RGCciItguPqakO361i2NZW3tMbjK1+oTy0xTKSQwybHKTIlzaQaKiAWsRVVsyAkw8s3V4wh0i4amrriZNHkOjhVxRTvv97JUWaSHG9W79rwjj4/3sGO9st5rL4jR/utHH6bvah7Cpaj6yixJDT3uxvCNOG8y+xMVY11DmPAGs3FXue9WHKyag4b0mwQ4xDOxOx1kOOd9/5956zFFiCRAcZt8LTvshJK5Zyj8p6mqghRGSXs4XHS3HZjtOxzmQnIG6V2Bu8MjbO56GMKSDRoGElqSiG1HM4HueiqNaC2NCjmQAvvPdbmvBJf+b2JUVPRAjQVD0Zijj9OmhX1/DwKmYjO+8j95UPK9geJAb7H4rynlL37uWaD4DQObC7fsN3csL25pO+2pJDDHufaaEZAbN4vjQjeVXhfZy/GnoRDOBBuHFukfv8Y+tEqhaeUxwaCxhENE7ZU9TZHBu7cpohqJMbIFCbSzJYFORpDKExVOfdMSUSm7OWd8nMOIesaMQZq73g21ZBSNsSqoY9Z+d+MARdhiDk8ex7XxhqsGirn8viTXE8oxZTD1UoInhiD9R7jHcZZMIp1FH6AnBOsITN7fozco2Dfx+LFw/HAUZ5F5v4t1XD2lpHZpQazaj/zueitz/beCT0AD7kVm/c9E6B8mwfZ7FU4wAlgX+viFmg5Bjb3FNnf+KFX5rsXcYWLOYMNRfLiMieEldAy5yqaZoVzLYrPE9An6tWak5MVMQS22w1VVfH02Quss6gx3Nxc8w9//zcMXaZ4TCHhbJUZE0pLvJ1IKTFMOVzAlYldNwvaxZqwvSL0A6HfMu6uSNOIs3l7ErKLPBWgUVdlkbf53Gl62CIYXr/BLxc5rKuqMckzXr9Gxi1niyW19+RCAgNhuyMMQ2F6gnoaWGsidTtSvyP1IxfbbS64ZwRuNpibC9wUqDVhBU4chKTUcSLEhJ0CQaEnz7TW1VQYWpOoJGGK9aUyE62ZcJJd6CElokb6YaL2Fq9FQQwBHQNxpg4uyYs6xxAXi0/QQLfb3rvfYox8/eY1by4vmMaBJ6cnWO/4Zz//GX/+J3/Ks7NzLJblouEX//xPOX36jF7guh94e3NDf3PN2dNz/uTnP+fFasVPz57QX1/wzTe/pVu2tNayqDzP2jrPynEijZHwOvcvA1A55NQjzlCLYJuKdlFjMPhkmJzjZFS2xqHyjNVyyXWaeB1GNF3/EQGNvb+JHB4Bp88ann624ud/fsInXy64vBE2W+Hqref6ospED5qoWlisEtXCsDwzWA++TpjK4tYN1hmqNns1KzNiCDgmjAjWJsREVCJRDMFZkgOtDMYoHp8TUiO5uJb2ucCfVAxU+FYzIDKG5HpOp5az4ZTktjz/uyV2l7jYXJJESI3Hekf7YlmAxvUD+mteq4/Kp2pWDO7a5I/BxnevXvNXf/03XF1fMyWlahY8e/EZU5jY9R0qihNDUNCohCFwdZkBxDRm41RIIyEkXr+5IQalrk4QPK83b4HIZ5++4GS9yAX6mhyCEcJE3+0YU6YLHsY850NRZERysm+zsExT4Ddfv+L15TXdNLBatHz+yTOWTc0nT88Lg9F9uy0X9iw9w34HfUdrOwK9R3151P23scKdrw9vdQ82BCE7ocs3x6fTQIgT26u3DLst9XKFr2qcFagMxhZF5Fa5hUTUwBSGbIlNijWOyrWHZJT9LZax8gCjlLMOb+0eZOzvc58MbvYeC+McXpSmrlg0Tam3Mh7pKJEpBpyaUicj5PwMqyy8wXtLU+d8PdGARNCph2iINivHajyKZLr4mcBJQGwOr1u0NXW9xPgK41zOTYi5JsysCaEpe3pESClmT7cqMcYM4mIOvg3/2Dka8+18hMI+63iqCY0TY7/l1be/Y7O55urNd4zTgKYJUCKlkrgxZWhYjBGqqs3h4KYmc8UXko27FOMZPfPDtNQHSJpwGjAIYeohDPg0koldEgglJVwRIqqBGIUJJfgS9l4SPJLJ4d+RSGRiYqLTXBdtGqdcyHAcc2hdSCyqms+H03ztaAjRsiOzmaVuxNrILgZGcvSEGjDiELE0dU3jKyoneAub7Y7rbkvMxdAyEK8qXOWx3iJJcbUgoojk6uU6jej0B8rRyPL+h3iMYzMz1AEmzP/Pij53oqDKqlg8GKIzEmRfwGcOLZmvcHyuQzXTUhSleEOAfUEY4VDnIddGKHr87D3ZA55y7nlDPAIZd/kNfpgc7uPQI1lmq46IKUX8pHBXl/sxFkHw3lPXNSL5sZnCPtUuWk5Oz9GUaNoF3lecnT8BhG7s8c7TVg1j3TI0LaOxhe1IS76GlsIzBrFZaWybGu89opEw7ui7G4abS/p+lxc10RJXOsOMTPVozAFEzRZL87COQ6aRRlqMgDM5Sbsde7wmvEa8dbDdIcOA7Xv8OJW5q7gYqOKUgYWAGTvM1pEMTAbM0JVwqZjLY5AZg4IqdsoV1dMUCQqVKCqRegRvDdaUzJSUrayZiaQAX0k5QVqz5XUaJ8QqLkhm9Em5uJGmVDbCeRxQLFgBNOyrl95XEjBq4u1uy0jib371K3a7HSvj0Ocd50+e0i6WrM7WSF3x83/+p0RjuLy44vLqmp988gm/+OILztsFn6xOuGk8aXODt8J202OahDQtxuZ+M85g2jYvVlUDzubE4pDBk6pi6kxoIF5w4qljjVaGE5k4F3hSL3jml0y253q/qujR3Hko7P+hsjeX5GsbsE5oV471uadaJaQdkNCjqcOfwaKa7W5CVSvtAqpGWK4txpEXb5dBh3Hk6sEmK7QyUyaKYG2NSK4JYESoS6VhLzmno8bgjOCpcFIRB0+aFkSzZrQ5F6myoCaA5Eqyw+AIIbO4GKt4b4mSmZ5AwJNpnO8rxe4zJzLO9nKk1DRA9mvvOAZijGx3HV3X86u//wf++m9+uS8gdnG14e/+/h8YhoGbzSaDsqZCyfPq6uqaMCoxCilZUlL6oIQASA1Gubru2G5G+u4G1UDbLsE4VqfQ4BjTyBShGxP9EGE7kMwmA42oZE+zy8QxkxJCoB9HphThO2jrim7Xs14u8MYwDt29uy57Ncs4n70NetvSr7fezUQDR90/G/LmmXKsdO+VsWOj1+FsM3HHXPfAFGNeHAfCONDfXNNtbnINIZtXfmNy8UfxeQ1QZmNJYBp2bDbXGGPxziNVLhopYpgxzXGOpTxg2HkxuAIm8n7KHnTMuRlic1xTKqx/c+L7XbZJ1eKBMVB7R+0djXfUNucfOiO0dYWxHvF5EquzGTyVueudx4mhImHUEEeHxoBaS1RwzuF9ha0qrPeEGDAhV6zO4eOpFA3MyeEz9W1un90r+Wmmw/0nkg96Q+6Euocwsbu+ZHNzzcXbV/S7LTEMaJwIMQMNtfNzcnvPl5S8lRhToXNN5Gz8A4nsPmj+Dqp+L23vez6/r8Spg5T1HtEcgWJMjrrIuTqHsLkQJoZhJJrAIJK9qlqV55cIIRAIRA2MpXp8n0ZiUkLI9z6OoMnk8gPGMSWhMpbF4gS1FTsdGUik5EgpU5urseAKQ1epwQZkYDuBiYpRpbaepqmQqkUNJCeQEttNjooYxjHXUUMIQvbghT8I0NC9J+KD39/xQLxjRvmAiBauYc0K4iFpez71QeGXozMr7EGDORp0R7YghJx8ZijVq+HW67HMTBlzzPC8WR6f7z5yfDfzve37aw8ySlK4sYXuIlt88ueGum5ZLFYZEU9graNplpycrPn00y+BbMV23rFenzBNE69efcfoe04Wa2SKaN8zDj1XV1umMBHTiJKo6grnLL5ucd4Xd7iFNNJvO24uX3Hz9hVTt2GKWZF3lcOiuDIeUuKA+pAcLiGZgvkhIt2Ok/M13jpalxmtTLfBdNBuHF4E6XpkmmCaIMYMeuZel0MfpxiJ48RoEpiIGwNNHLCaQ3w1QS3ZRd13PTFEmqgEYDQZsLg0YozkqueAkMGfV6gk52eozO5KYZwSg46IJCpPZu5KCUkxJ4EXuj9TwLloyhYeTXtX5r1ElWCEoImvri9xN9fov/pXPFutWexGxp/+jPpf/uesl0ueffqcJ23D4skT/uwv/oLNq0u2ry94dnbCp09PaZ1n5Rte/e4Utj3j5oa3b76D1QLz5CnWWNRqNjSdNSAW36zyotRt0DAy3mzyRnsSMLWnWtW4lWfRGPwUee4EdRU/uTzlqunpt1tecryq/GPK3Rl/MENYJzhvOH1a8ezzhsXTCbPuQa5Rd01zWtNIjTWCN4p3UHuovLBoC5CwZp/4bIzgfbHuFoue8aucQG5zSJ0r3ra193gDjZlwkmiNwYvgTItNFdc7w3ZnCLIgmhbnQbwijKgGptBzc9PT9ZeIGXEu0SwcY0ps44QFlq3MPJ/3ksyotqfWKGuvKUpftlQmzevFttuy2+343dff8N3LV/yrf/1f8a/+zX/Flz/9Gb/4Z3/K7755xa9+8w273Za3by9o24anT85zDSHvGcaJYZcI0RCDZ0rK1S4SI2DXCInvvrtk6gdurt+SYsA1K0Z1nDyDBs8uGvpR2XSB7WZkGzZcdyMh5hBGVZsVOywinpQSU8hhEL97+QprYOk8T87WtN5C/LhwgvfJnFg6m6WOjXfzE0kc5sPdHXbe/w7K1+Fbee9M0v3/VZRwpzhbVd6F3ZZxt+X65Xdsri+xVYXxFZCrZpvKomJzkmgSUoykOLG7vuLNq6+pm5bVyWkBih4QQgn70b1hUG4jph8otXNUNlu657pXe5rb8pqZF4QkgUSuOr0fjHpsEc/F0KxxLBrPsvGsmopF7fCSqJ1wsmyxrgK/QKVk9omBwnC1qFucMdRisUSG7Y4w5jAyK4a6aqjrBt80uLpimkbGyeY9KpbE4piVm5SyMiomK4hG8l6fChj53uTZf3LJe3EYOl5++zXXl2/53W9+TZgGDBOqkTGMqGadZmYIw4A1DowhxJzzGEKOBBA7G/TmsfP+qJOP8rg8YMwNuxsk5VB0U0CQMxFjI5hsbMx5Sco4DOx2u+yZShFbC82JJ+jEFCfGONCFHVMMdNNAUGGMFlWTjSgqxCmT/thkCVT00WGt5+zsBYsYmPqOXYxcjbscnSKe5H1mE60cVlw2ZqVEmLKOoZowYlhXLc3pKatnz+nGnsvdNZoCb15+Q6Ziiljr0TDh0kQcdmj8g1UGLw/0Aw9vv2zNWvrxd3ddGfrOP/YutvxxKu+PvSXzeQ8Wm7veCJnDjY5c8vM1jOoedCgH78nxYn7b2VLOLQd2jPvIbfac2697QCQ52VuO76YksFnnsCaj/JRPiLWGuq7xvmLmLTe25F6QF6Rut6XbbpimnpTGXHNFDXWVFe8xFEYLEqqCsZJDrjRb7qahI449N9stm11HHCdCUKxkJciq4iju3VKqZk5oFhKSFMzDrPJ930EImb4zRRxgQ0SSYlOflfZxhBhzEl1KmFSqcZZ4YTHZW2RdwiFYV2oaGMWXxPscB5mQMGKmQDPHFWt2f/oydiRqpjY0xdJsDIjLGxrFK7HPbCwjNIHGRAwBkxSJGWRoDGiZxBlw5FjomAKqkekhFV9Vb023ROJ614Eqv/r2WxBD/ewpkxGWT55Qr9d4TZwuFrRPhJOqZV1X2btVgp1923Dy4im7yjJsr5GqIZkKNRZbHSxsIgZT+ezxilUGaK5BmSBA0sBkBQmZDbxyjnUdCQvLJ6s1b9Ydr7sVJ9sFfZjow1wY6HboTZ7vR7dcPvzDbLtlzTCCWAWbEBtIGogxPy8kYWzCupgpno1irWIcmX7QphzPXuaoUSnj8og5RQzeNlhjMrAW8DpgiayNUBlopcIDtVicGFJckFKDDg3TpsI3FtdY0I4Yt0Qgasbh3WDohol+Sowx8/bv65WpEjQ8rAP12OqerQwhZu/pbnPDNE5cXl2z6zouLi7ZbDa8ev2Gi8tLXr5+S0jKzWbHdy9fZwUjJIa+5+ZmxzglrK3wVUW7sIQI4hqMJDQFQDFzZEXIRbKGMTL0E8ZWOF/lWOYpcnG1IYlhHAfCNDKMkUhmsgoJVAzW+jK3PSIWEUfSUgtHc2ikFahEcL5hGONHW/k+1Hf7V8n9KHNFYZn3isIueOQlOsCL23vZrXMWQ+HeFnTruyJyaMC8t6KJaZoYx2Gfq4FqYZcCM4eKmawEKRBDJIwDU7ejv9mQpimfLyXqtsVItqyKZGrXfR7nA5S+uYhdzhGZAdMRdpGDLzTGwDRNhJCVvFQ8BfMBc/hO5RyLumJRVzSVp/YO7yze2swa5F1O7DWOHGRV9mwxuT6GMXgxGBLRmpJ3kOPp5+i37BFyWUeQGaRZNEU0WTQpKZZ9weR6V7GwBBnJHpBp+vFCpz5G8d4XRTxS8A8m5nJM+UspMIw9280NF29fs725JhTa2sSEasq5JmXQp6RMEkgmL0w2RoZhBwJDv2UYdlQmFyueQ+iFY6BxeJB/eE/PhJGsD+0jEqSYWDK3EVMIDFNg13Vst9s8x0TZDluu+opIYtLIpJEhCiEZhuBJKYdEgUHVk0kBHILBW4c3NWIcM+GBEUPjalQSQ8okAr6uCK3n9MUpvnWEEWIQ4pDr3kgK2bha1yzaBcuzc04/ecZmtyG8DcQwEIYtcyqDqKIxojFiijH1Y+SHAY2iwH/YoTF/f0tVP7wc/7b8Q4rlOXGk/BcwIbNixww2ZqBRGBn2SUdzmNUMJEql5v2AO/BO3X2dgcvdW8opeVoWeY7yGe4nSg5ROngz3rUw5boavuRqmD39rnGeqm5xri4xdrk4n3eO1cmatsmhKtbk5DYpi88wDLx5/R1Xl2/YbS8Yhy1NrdTekqJjnJRtJ0xBQDLbi7WGqvLsdj3DMHJ5+Yab60u2NzdsNzfM9FLOCpVajGoOGRJoJA+oJoEhZRYSw76g233l7eUbfv7JE7yDdbTUmnC7HpkC43ZDHLNXRqRsfkj2FsRErtSsWGtzNVdf4+qALjypatEkRIlMMbLbDWgMmKnHxsR6ytaiUecQpIkkSpg0h2H5FozPm4RUWDFYObK0GD3s+0FJYyT22QUqsVD4xQlNgRgH0IiWhTfGiaTK2N0/RyOhc6FqSoQAL6+veXOz4f/9H/49f/nb33CRJv7k9Uv+2Zdf8umzZ5ydPuPpyTn2/BnWNmjfo7uOFEdiGKjPVnz6F3/K1bev6LYbXFUT3RJbWepl3iyTHUAMrm0QDNYYdAq4yZDGkWHYEuJE30+ohdMnT2kWSz49aTivI/0Yqayn14G34463uxtebQKJo3la/nFsYMj3/GOBjLsejSMFzhqsV8SNqOsJKTCOxQpJwlcTVZutlrZUBzYGjFPUBcS67GlAivJqcDYnYudCkY7WneGt46QWvEm08RKvI2cuz7MVDRW+WKgs1+mE3bQgXJ2ze3nKyfOOetmD/o5+fIXiSdqw6y0XN4HLTc/VLrJLkUGUKBSaamWI3YMqJSpK0lILqYRS9tPIOAb+7le/4c3bC/7jf/wrvvnmW169esnVVc7FGccpr/7q+O7VJd++us7bm9gcjx4SddOz65V2seDp8xaxDrt4kukktUctORwlQegHlIHt7jfsNj1Pn57RLhqCVNx0kV999S3u21d4Z4pSaXHOFcaknKxbVxXWVTjf5Bh/LIhBTTYsiHEYVXyMNN6y7UamfnfvvpOC+nQecmTDm5CKsWt/JMUHWvbBefecn8DtJ1JOdNh3j4rp7Y1pyt77e4x4Ygp03Y7ddkOII0guUuoUbEiYKWV6TGcYi1d7DD3D5obd5Vuuv/sOWzm21xc06zVjGvFVzaJZ4X1FtTxhriP1EGNeSoGUbPFkZK0vG3GOEsNLTaRpGNhtd3T9jn7sCRrBzl2UvYxN5Vi1Nc9OVpytFpwtW2rvWFSeuspJ5K6q8csVGEeYgUbpQu9spsWleNi9JalhSJYggjUZHBprqaoK58r6mbIip4XmNcVICqHkZGRWxRTHvE+ECVXFPTRsgB9u2T9S5/ef3IIdkiNEpmHk+uI1r19+x9//6pdMQ49OHaqRFId8z2XMTpoQhDjleiKVzXMzaaLvbri++pS6rVn7Ctfkorv7nNq9tvhx9/FjsE5BjzOaQ18tpKSZWIOEmqzDbYee3bbnzdu3vHz5Ct9YbGXgOtK7jqSWoDbzVUpFUk+MhYE1zAZojxGHtwuMsbRVzaJ2WFfnQsJl7qz9ktYZMBW9HxlO30I18fPnSwzKxesd2+uezfWW3U2HTj0aBtZPz/jkk+ecPX3O8y9+wsXbt5hfK93mmovvNvkZGYNRIU0TqQo5Cusje+kHAY39IxQ93nf3Mi9yey/DEeA4XjgPSkJZGlVvNdhApqDV+VwZLe7tNXIMPA6L4mzxET3YM449HrcbrYdr7d8fgMtdBeb2hPrhkmZLELMlYG7f0TmF/aYhkunsVAzGZvQuhRpVY9pbOLK1PJGmkD3AhckjJYghEMJIDIVqs3B8iyh17TAWhinTlIWYsuVhGEgqbDY7uq7nZrNjs+vphkAfSucDDkMSg5T4UyegJldONaTsddhP5Ht3GwDj7DbWdPBWkRW1eWDtwSmyz33I8RNF9VTIFBYRCjWcS0pMhVggpVyVOhaAEhOayhhOZdyI3jpfiiF7O6aBZCDZZd6ozezdASQhKYfixRAZhtKuGDOITaFQ+eUEspxVmOM6NYE+tNph7p79y8xact11IMI/fPNN3lhTYuw6+j4wDpFmeULbChKnHNKYUTzGG2pb0ywbFidLautyVXlrYK5uG22xbJbxaTQzrjiLqMPEzHYRNJCCMvUjBksYInHMm3JtDEtfc9YuGcLEldkSNDHpAUocOSr393eLhvque/IHy7GtTqAk94lRsIkkgcBELPHDlTiMa1n4KleoF4sTm8eACYiJWBNy/LYGjFhsYRuzUBRXixHLyhgqEU6M4I2QeZMMS2upxNCwxlMDNYpj6hfsthXTWINajFVcPaJ2yqw/VEBNDEo3hPw3BgaNJAtqpFS5lmzdfYAlcJ4yKSndrmcKgVevL9huO37zu2+4vLzmZtsxRcVVDcsVNJrDrYx1OXy0gK4yFZlCToS0zmHqlmQrtkFzcU4gxMRmjIQEE5l1Kk2BEALWe+qmYX12ymq1ZHWypm5rqjonOnqTlT7vs6W6bWvapsI7T1V5jPM43xBjYgwRMTZv8MZiXVPq9vQYowz9xNiPv7ePPjjiVEuOtOxp2Gfl2JucuxNipk3Oe2epQL835pRBr7f3xv0up+mWZX+OFjjeqw8sjpRCY7lmkkdpS3E5myKMI2mciOOEuIixeX/LuZmRRPb2pRQJfWA3dFR9z5ASTdNyfv6cRbtg1S4xdr+i31/2uRkyJ7sclAJyX8aYdY5hHOn6IYfjxFKXpVjpU1KsEVxV5WTxtqFpairv8N7hnMM5mxkPiyKsRjA6k7uUxHqT8xMNhZ3RAKaAIBX27FykW7l4d5et+Z7EZNrg/NwNSbM3ZK6n8bCukx/0fh44d3W8uwBXNTEOPZcXb9ncXGVglGIOHU1KDDCXGTjWt+aihJlqUkuNCkMYO4Z+xyJM+6vt83SZR9BDuMt+mGiaUAJKIKSY87ZSAMI+om0cJ8bi0fPOUfmSZG1aJDWI5gxPIw4VTw6Zz3m5zkox1uVQdmst1hhqD8tK8YZSwyf3kzN5nDRYxLgcOmgsUVP2aovsCzO7tkJaweBYPFuwfrFkdbZgfdbSDxXOgjUG71zu2SqHPKI2F3h19qOVux8INNKtJOqDgn6r5/Oxd+nWtACGvZfiKJ9iX0mxNNrM02++bvl4nsgpU38pBYzonINRhqocfnsb8CT2HhMOE3pO2p0VCiGnSOTNf9ZlH2YrDSHsgcYcRnU7Z6Pc+AwysDkxTgXnK+pmASpMQ3b5TkNPrGqIkTSNDLsd0VqYJsQIyRnGoWcYe6YwIEaxllyvA2V90pBUmdKEdDDedAzjRNdfkBCuLm/YbDs2Xcdu6AkJYikoKEh2Casp8YOZZ7y1Si2JaBK1AefzoHcPDJ3apYRqwJAL6uXwpMKNbg2Ssikqs/wUqtWopClbhDSmzFdbGVQnIuCt0vY1YYrFwxCIUw8hYsdQFsGscE0pWyiiFPaGQnKQ0oAykhhJOKamJfqmcKK7Mu6mnCaeLEM/sNttSSkQQ154cn5LzMcJODsnwLl8T8k/qO/2sgcbmdPmm8tLXl5dsdluOWkb/uLnP+dnn3zCz37ycz7/5HOef/olzz/5nNY6Ft5hJeKc4q2hqhqMnhB/9ik2JIiKekFaj6hSkWNSY8zJ37msLpgms09VTtAQGLc3xGlke3FDJxvGAFNSdBhoRHi+WPPPnnyKVWG73bGLI2Ea2G8kR9aLY5Dx420ydz0apQddwlTCZAZ6wAXBDMJps2JdVZwvl5wtFjj1eCqC7JjMNSMbdrxBiEhMOONonMWI4kQwYqlMjRPHiTV4K5zahDeJ2lucQCMLnFRU5nOsrOnHE8ap4ep14JuXkTHk0AzX9izOLujiht004swJzj5lnHa8uXrDm+uet5uOQEJrMF7wtS8gdzqEr95D5kLFY4j85qtvuLi64d/9+7/i9ZsL3ry5pO8Hmrahqpd8dv6cpm5o2pa6rnGuyiERGBRD109stwPbruPt1TVDCmzDxBQTL3eBEAO7MReg6qeYAQ5Dzn0aBoiBxXrFycmSn//pn3B2fkq7avCVy2DCu+wtQPdK48nJmpP1uoShupz47Cyb3Y43by+wvqJZrHGupq7PiMPE7s0bmHquLl/TbW/uP+RSwBdrfCz7rCkMNova451l2/WM04GKldJXUv7mYm5ZjpT3OXxXKeBkNtYcPBouzqHCmSo4hB4TJlqdsJIyjTo1Zhzh6prJV/QIdSNQCclKLkoqE0F6oo7EFLi+uea7775DbS7iuT494xd/8s958uQpz86fZEVZyaG29xSZlfgCyCjhxCKmgDYYp4kpRC6vN7wpgHcorIKQwXFMibqqOV0vOT874cWzpywbz7Jt8M7R1hV1XVFXHus91htULJryPcy5ds4VwKI52RYHNoGoySFQlswmV8K4jJnJYPRQd2T+m4kUJHPKGwySQJzLieIPyaKf++8j8hluHf/Bb0pSdoqkMHJ99Ya/+9u/otttidOIiFL5ihQD09jNtwfMoXPFqKN5RDtRrE6YlOg2F1w5y/LkKZw8zc8YycacexpHHuLRiGlDSDtMUrrQMUwdcepJKTBOgRgT/a5jHCe8c5ytl9TtmqpZYqsFNrX7Psth6xnIV67CSabgzmHq2cBlSm0OZycqn1hUESPCjmyIrW0xCFaOMQkvXcWGipu+p58C3ZgYAVnW1MuKdiE0C/j003M++/IpJ4snPD85ZYobnM25SMtmgXWe9mRNTIntpqepapZN/dFkNT/YowFF+dZjj8SdA2f37C0vwTHOfM+AUM2utKQlWUYPibDz4JPsjo8xlti84rfQtLdYHxsxMgjJ15vX2Blc7IGOHD7ft4NiUeK2p+UhODkU1+eB9eDQhnfPavb3JmauZlqSxKZImKZ9zOzQd6iL+EyFk61ezmZrqrMsFys0Btp2wWjIoTQlH0NSnsyqlBwGyzjlIlXjGJimQAiRENI+bvlgIEqz8b1YyWEq/dmXc1ZWqIw8kK0rh0IYVSRmJpNkyFVcy2Ks5fqquXZE9jYUr09MaKGQFZPDb4yAjIbQ94QpEKapxNjngLmUsvIc4uxdKMX1JKH7/yiAQ/bjU8p4M5otT/uxXyq2a4nrnj1Re0fzLePbfscr1rU/BG2hZAueZreupsh3Fxd5o7EV/RTZReijctI0nC8W1EZZ2AyE/GiQvsfFzCEOWSFKZYPJ1XjTnsImzz1FTR7PkousINZgYmEUUQhBCTF7OIZdh0yRBsvCVqzqljTCdhqLieFwLzq7NuRoLr1/Yt2rr/LGKXvrr/eGqrY4T/YcWM3WHwUTLHFj6HdCVmHBNEK1dPsQHFWBaHHG09oGKy4nc4ujMg1OLCvX4I2hNRFvElVJEvZmhZUaMWeorEmckWhRGUBGXN0jzYCte5LdlfALT1SPBks/KJvdyK6fMouLZHAuKkiO7sxKzgMqDSdVdruObhh4/eaCi8trNtuOrs+hUWJzX1jnM2uPzZTeMS/utzwZXT9ys+3phoG+eGC6pIwxsYuJmJRBM1RILjMOVc5mtq+mxmqiOlngreHJs3NOTk9oFzVVZQuzniOFHL5oS9G01XLBer3KzFdmZhIy1ClRt5kFTFUZp4lhuGHc9Vx++xJCTx0uGLrNvfsuEwAUq3yhLq1cAaF+tqBnc8Gel6XQLc/D9W40QfmY/YSY15lbhxTAPit8CmiiKlz5T1SIIvQhMg0jQUaiupxrptkzLDFPQKPgYqROCVfsDBoT4ziRRNAp4H3D0PdMQ6brnA1F7xgof2Dfic17p7GmAI3CzlTW6JxUnClAYyqe47Lqzga/rFvkHA1rbfFeOJwtXgxnS82OPF6sMagIVguzYQF38/dGBZMKq5wxRFP2gdKumSHrzsM6eDZmLw1S2Khy1EM+puha5vgE95ff68k4koNZVm9/OrMoDT3D7prt5pput2Mah/yMyDqblnVVzMElsS8zUPokszFmL58VzWHGpebGPhJm7pM9SOGDa/+tGm6q73z2Q2XodoQwYsUTQmQKOcQzA9ZswBZjcU5pmwYrQtW0+LrGFNKdWYUwphCNGJvDOMXSlPwLZ7Q4OjKIzcapQ770OA6Z2TKlPOYbjzdKZSzeOCQKaQSJOc+jrrO3tl0K7dKwWpzQVCvaakFTNbRVw6JZIAHGasw6pTNIEqra4itD3jD+AMng84OfEWdmi/iAR2PvschiZq/BHHY1g4EyRmIMTEOfqylvNtndus9oz8qJq+Y42TxA67opFoCSBGY8iN0n5KYS+3cAPkfNvNPGeSGejaTzZzrTtd4J7/qhMvQ90zTtWTBy+8qiWnxsKWlB9wZjfI6BM4p1FcZaxn5kt9kxjX2mmZ1GVCNt1aKrM+qqxgtU1DTrJd5ZfvGLP2O7vSZNHd32mn77lhBG+n4gpokQc3Fn72qsremHDX030vcTfTcxTpEYslV/jLnomhFDkoOinRCiEVIyjCKMkq2xvRha4Fn1MI3v2fmTXPm07wkTiFhMAJISC4CbQ8lCSNiYSMOIjtMeaAQbsSGAFWQUXO+YtlsiSh8TURNqctjUFCckJKYxZAW5KLCxbERpDgkqcyE/J7ApZnYgNTh1+zyfhDDp7NSNWJM9QLnUWvncmAI8sjUrhokUI2G4v9Ly/ZJbc90PbIaem1//ivqr3/Dk73/N6XLNTz77ki8++ZIvnj3hZy+e87Su+XzR0hrDmVjSOOCvbxBr0KbKOUHRY02m7UMNUpL54lA8G0UhEp+9UL6pUAthO2QmsDEyTImLV2/59s0bgrWcWsNQLYnnn/DN5oLroSNoLkK0n6RlDdkbPX40l0bZ3PdrTn7O69OG1VPP6sTQLpTlIrJsElXXwkZ4/Sryu1cjtQ00duDJ58rnf1bRnFqW5zUaYerBScWyOsFKRW1XWHF402ZGGpdpNOtSAdxJKVRnn4K0jPIJkTWDec5ol5j2iuZki1v/Crv8Drt8TW+/ZVIHesYwLhl7x6vLyG++ueDVzTYXhbSCxWOiIENWgNIYSeP9Fb4wBb799g0Xl9f81//ur3h7ecUQIeJYnz3br4FI5gPsxsC2G9FSgC+ERD+M7LqB7W7g6rojihCsY7KGrnLZB6hkz4etMNZRtwu89zw7XdJ4x9OmpnGWs9ZTO8vp6Yq6rli1NbW3NFWFd5Zuu2EYuuxPFuX86XPOnjzNtUXEEFJiiglXV4i3dP3A28sNm+ue3/32gpuLS/7hP/4VkgaeLwIp3L/2S914lk2mje37AdXI2WpJ5T22KM19lxh1JIUS3mk9gkMpCdbvARkyb7jv7GL52EQuAJkJjpU6JFxKnO166nHiXC3e1Ly86thcXvLqxLBpE+78CSowxcSYIrUmqpRY9gPNGBmSUkkOpeyG7D1OSbFUbC43LOpVBrU6/92fscs3NbbyCAbrSrVt60GEKcRSRX5i2/X0kxI0M2VhbCbq0OzRQHPiq7OGypkDvW3lqZxj2TRUVUXtczK49S57NEoNLkmZ3rb2VQYaMTMOGudQrUAn/n/M/eeTZVl25Yn9jrriCRehUpUACkA3Gs0ekMMeM9JoNvwybPKPHjPSaCSNHDZFA41GA4VCqZQR4eL5e1cdOR/2uc89sqrQmRGJIU+Zl4d7uvu7794j9t5r7bUSiWwMWdek5ez/oaAIFYvVDfwcED8pk5oak1RVKhs+zHtZluP3NbE7i8qyziMFkgyEicPNWz7/zT9yf3fD/d0NRin6vqWUhJ+lR8NYiy6ZlEN9balmWmukkm/lrGwdNFahkifPIyUGgU3NWtB7kmR86xofC0U/bJIB8PXXX/DHnx6gh3GamRdfC+G5qmcZNhuhCrPfifytNdLnZ50kGzWpfcQkNQaNKpK8AqyS+edqUE6YBKoWI+/v3jIOo1BvjeHFJx/R9R170xFc4hQCDBGXWmxp+PjyI56/eEa/sXQby3bTsG9aLpstz5trwj7w2Uc/4qE/kgIUlTENWKVou462sZRyrLT8//L43vK2385f5es6ydYcYkUF1GOT9ooenB/sOQuR4CqnxDxPLPPM4f6WlJK4IFY0QpwKW7Q2NG0r1QVtwFqRfqPUDvz6h89xyPp63866a+N5WZOINckoPHL/zxd9fq/vO3LJZ0RDvCbkNR4RoXXi11dalQSE6E8pAunGJLrzOUViWFjGE6YUYrcV3wtjUcYIQqHANQ3OizoByhCSaDKHVHWpyxre1qp0eaLLvRYHzqiBfM5Kgq6sOCcaK8xZajBZgDlJYLZ8YFG+bxqhsaUsCj9kOY9KESQipVqhF4j6aYgkXM8sxfVYazD1mepS30M1sTDOUoikekd0RcrOseuZelA/KyR4LuvhtNK3BNV4ilvUWVVbHjOKSgHLAAlKqBWe2gy6vq8PCFr+6SHVt1Sf+RwjMSWMPhFTxjUdBUMJMyYFQr+h21+yN4bWNtKsGETCQVuHshZlm1qJ0FVYQ1SYlKpN+Wp9wzIhdN1gsxLfGKGIVGQo5XN13RYlfQ/1Y0nx3Q2uCJ3th0swHu8R39rxlKKadTn6FvpWsdsU9ttC9oUUE6eD5/brTGcVXaOxe8Or6FA0bNuekiTxtKph4y4wOBq9w2BxWoonrsraGpVWQiXiWHMN9CiuUGqL0juU3mCaEdtqTJvQ7UI2UfYcJY2BGc0SE0uMLJU+ciY2V7pKiRVt+8CO+lwSyzwzTRPjODGOM7gOZQx9v6FpGmncrfLNOQvsnwuyNkpEk4SuZwqNU/gifjAFLYhI7WdBabRtsday3e1onOPZ5Y7OWUHirOV609A6y3YjCMamczhjaJzFakUIrex5SVx3l5g5zYGQIZSCD5HZB5ZlYjg94L1nGibG08hwuOd4d8v97RtMCeyUReUPUJ0CKKnSS5BgQwmCkVOmZGoRQmgZKcua0Wu3c+06fNTfWKt6BekLOG/qPP2JdZqX1Ui3ZHROOO9pvWebIm1KnJaFPE20XWBx4n6sjJaik9YoL9RTJo8aFvTkBQpPRZDdLCqH8j5yTZaqN8K3ruv7jlSTGJS8gM5IYKYUIcqcDylJTwaA0tWvqiZatdC3qj9ZUxEN8wTBWHtUzKO3jdbyd0yWPV/pSmRTYjZnSi0paUvRBq3SWXB/jTXOQTa1DzMLRlwpA/D0XOYReXn68UOM70ojerIj1utZ46RE8DPT6YHT8cDxcMdwOhK9pxjxuqFUahWqGiSrs5fxKm6ga4X/nMrUGE2dE9JvR6H/VLLxzzf8NBODJzcRhcwFiqEUJbLPGlx9P+syVLV3xxjJk7RSGKWeJBoialSztvM9eGfNFrlvFJFhnqeJaRqkj8M5KFn2yFJQqaBzwZ6r6oreanZN9Yaxlo1x9Kqh147eGnpn6HvLvChUU++5KiitaIzFWUVKCzF+t36096BOPT50mWDfrp78bg/G+v4kWKuTZP21+reWeeSbLz/ncLjnV7/8lfQhxEDJQmEpBRIG1zT8+Cc/Ybvd8aMffUbf90J1KdBspPkl10RnlfJbyS41NyRTSPKEzoZpKwSY6zU9dk1IJSizCjW+3xCzFX9WdZIJWatJ60aSVyqVvJI2FudEBnPxC8uyMC8LOczkMLOEgXh6Q7p4zq7f0fY9ze4KVxsYyUk+G8uSYPCZt3cDyzIJfzJnUlKAJeZYE5BEyFFoLtaKHiZUelo6b4JZS2ORJEGyOaQKWwcrQdKcC10UPZEPGS8uLmnjERPkgI0FCXLXzZfayLcuVsEhRUowivRoXosBETCCzHgtEqx6t8W0DrffEaeF42mAlLAr77NSgFTONTfOlbIAwp2VJMOUjCPTAK6GzQmBx7PR2AJtkUBKlZkSE2kJlBLISZpJrVWUnEh+EZRvfn/VqX9qnJdfPVgyBU9hGQduhpFv7h9of/lrnu+2fLTf87OL5/zli0/5qNvyZ/tr2rah3++wFw3NxUtM22D2vVRxCqhcUJOnxARxpKiESh5UInsPMWGRiqO1hZwMKhlsjuy0Y2sahnlinmfctuHFbkdRBa8y99OJr+5uxCF3XetrMeDJQfnhR+/jwbWi8lordpuW64sNH18VXj2HH32WePEs8+v/mPjq6xP/8I+Bv/p/RDY7zfZC8xf2imf/4hUbdcXLq09RxVFCg6GhVXtUNujYopGqMcqQnBWUJtU4IzlU1pS0A1qMu0arjuh6sJb24pbezMT2gdTcENRCCA3W9Nhmjx8L98OBw3jkuExMaRHZoALl3NvA+R6qpPmusPi3RwoLx8OR+9sDDw9HTsNAf72haTs++vhjLi/2TOMD3k+EuIjCmreUmIl+IS5rIKXxacMcFXeD5zc3A7np6S+eY5yl6zusMfSupW0cL6+v6RrH1dUG5yx9s8Max37XiiSplQZdq2W/yjGSS0JvNNZ1HI8nhmnkq6/umb84cJojhykynAbu7w6EZWA53bJtHK8ut8yngZtffcH9zVu+/Me/oXWKV7sfsyoVv9e9y4EYJ6wuPLtoBRmeFsKSOA0LwUemeSHEwBISoRYFbNNibVv3j5XOuhZE1JMJTK2cvFvwy0+oV7oUnA+0IdDfH9hME1c206eIv72lef2G0XYka8TNuF0DaGgGT3c3Et/eE755jZ5G8mkijYlMQ66KfDk7oi/EJRGXiNWxNkm/P6IxTXMNiBRaW9mbK936OI41YSyEWCgYtGso1WU+pkKI4ksh6ouGruvZ9B3bvqNvLI0zNI2YmlnnsFYoWs4KMpKVmO2KZoTCVn5922wwJRLCRM5CMYaAKoaCkQQyBLn5SpGiSI+e+0JLfod2W1ZD2CJeCKVkZv+Bye17jscSbJHiQfTcvX3N57/+Bw53N3z1+a9YloXxdMIYTUkBay193wJUo80kghVKzmWlxafIKI3KXnS5JRNElYT0CpfHqXy+ht+XZKwF3B+8CgXA4fYWf3og6YaNdbTWUaoJstEVBa+qcX6JpBArQi7yxA45K3XJlXJdZXJr5BxVRL6SYm4pqyGmzJ2UIPoo6qKHe9pWvFk++/GPcMZSFk8cBpoU2KkkUusanneRVxtP4wqNhp3uudQ9F67lZWfJe82b54WoAur+SI6ZlOS83u07jIJ5vmGevps56fvJ2z75lqrf/9YPyv5VSq3kvotsvBsCrElLVdJISRZaEupIzpnoReozItzY4D2x8SzzfK4oaL3SGx6rOZI0r1NRKjprifrRcfwR9Xj6b/nisZGuxpTvPURyViZgLubxsoC1ee/x493iuQT3STTMqwKTBP2eEkfi0uH9jA8LISWhpWSpdq0VEKWk+pfPibFsakobtM6k7Cu8LPd85YWqqt7x+JwrG78ovv3UpSIpfN2sOFf5p/Bhi9w5g06wbmYlUauPhVT7J6iLV7NKvdXGsvMzK+cDdkWxoFCKrdxHjW2dwPgaQa15+pB4nPvnhkX1ztRXFa3QpQhfX604BnXy56qe4SlpIcdICkKPIC9gQFtNIaHKIohAfn8Fmz80Ht+XevpNSdiyVLRzWgiy4tA5syuWN25LE2Fs99C0bNoNut9itheY1qG6tjYBFiHY+wJZ3K5lAVUP+bUvqD4pXU2uqiUaVmsaIxSQFAIqWRql6W3DZb+hlMyxG0ilEIsoxuQs6Gda188PkGb83qFETc1qTd8odq1i3yn2fWbXw6aDxmW0ToIsOodtOpp2j3N7rLpEq4Zie3Rp0GUnwVCSxLTQiMxssRRWgztFwla8Zws4cnaUYvDBMydPzBNFLxQdyFpQuVgEhtfFULIon4QUiCpRdBalHylCyj2rPVgYXYsD7wtFlvP+EWPEh4CJEZUENUtR5FKn6VQRrowzFmssSRWSKnWuRELWuGRI2nIZNLndkC8u0EZLoAc4Eq4oWhKtMnS2KqLkQiIxz55gVO1tWPcBCEFoDj54Uow8PBxFdMBnxpAYlsTDnBhPAw/3D5Q4UeYjsdE0YcQPE+PDHfPwQAoTWRlRafqA6VVKkfnvFNtNT+OM9DaEQI6BGAI5BUE8z/1eqxpffhRWqXvderKdV3st8r3DLKCCAOp8ESK6ESPOe5rFY5XCkDFZqKkqJ/kAil77DAolFZJPzHNgHBbGxbMsUsSSsl0t+xUJkJbFMwwDpRT6TStFt/ccIYqEthQEZA6u0cWyeGn6ztIPlIsoUKWVS58F2V1N/pyztI3DWSfoha5Swogk9WquuyIbpXpgVbYTq6eSUI1N7TUQQ7+CiKgU9UTlLcXzEZVCJMZQkfKnsYGUSM+l0yK+TKVkQnz/BO19x5PTERCVSz9PjOOJ08OB4fTAPI744KXyXaxQnKtC1opqqBUVKlkoxGtMp2p/yxob1oLf6jWmKqPicfx+etQf+vqHGMnPzOORzrbQbEUERq+ojMSjjwSIGnyVIj1xtZez5t4VsTlfLecmLFUoReLbXHTdq8WPKde4MKVYUU5pORB0LxNTEsd5DbYxNEZ6wBonUvzCwshVVChAdLL2S6loiwhE5yJo6mocmQvksFRxlv/y+J6IRg1an/z7fBfP96f+zJOEZA231kD+nUSlSBDtjOZyv0WVxMvnz0gpgZLG79MwkFMhFOFeNlZDjrx9/TXWWl68eEnX91JVlgutgcxjSCUftZejPOqR63f0xGtVT9WguTxNLsoHNTU72xCC6OxroyhrrwbV4TOv8OdapYd4pgQFSolE76EkdA7oshCXI/PxGwgjrulY/IjZXdP3PddXF0BhWUResu17NmlPvxU1FUqUXoAkG+DN3T3H04l5WQgpggLrLCZYjHXECm2vi3VFjbSqrqvne1jwtboSlCJ4yMuHLXDbO3QyqKKYx5kSIjnKQlpWecLK+NgbR2csW2PojaEYLdKq1IVci3orSqUNmEak3rrrC5QboTGUFMlKYEuda0BWkTOSPJ+8HizURmeV0URsiTQ5kJUhVyOLgiLHgTjfkv1IXh5IIeCXBWsUbasxyrC1HTlHdBiJORD4AAWbf3Kcs9y6Xh6fkVISYmYyt8vEwS9MXqR5/+xjePbJT/no2Qs+/fN/TXt1yeZnP0YZRSkecqLMiwRGywOkgNIZrcI5CchZKn8ag1IFqw3ZgK3N+pvGcbHp+Xo4ME1H+lazSRuabsPzyz2HZeTl5QUhJ+acal/XwBICN8MDsWT8umN/0NSTZ4d6RDhLqSJaCl7uen7yrOGTi4Vn20j7o55PmhYzBFwItPsd/dUFf/6vPuLP//SP2W97VLxAqQ2GZ5TiWHxP8pHp8IAuhU2jUVaRegfG0DYblDIsSKOz1Q0Kg18CIZz4zevPuT3eozZ3qPZIbh4oNjOVzEzB5kIbIE+Rh8ORwY8sG0+2idYqUlDESUOCHAXibxvZrRfer0paKOx3e+ZFJGkfjkeGojHHDh0i27bhl7/+Obe3b3jx0Qsuri752Wc/4dWrV5Q4Q1yAACXgs2ZKhhe650d/dkFxHWlzyTxP3L7+kmk4cfvFbwlKsR9fwHZD7n5KMA3f3Lxh8YnT+EBMHr/MpJQY54SPmXFeCCGyeE8MgXmeWZaFkHLde8VYrYRIDpF9Z3h10XA7Hvj8m19TQiAtQp1o1EJrHDlOxA+BvkPi2cU1u13PH//xxzSt5W/+5j8z+1tKjOBnVJjRSdTsjNE4Ixx2TcLkhZw1KplzkC0MiywUxRWdZQ1s5Dy39eeiUZATdppop5n9/QO7acZ2W1SjyY0lNY6oM6EERLpZ0H4NzD7xcAp8dTfx29dHbv3EV8uJKSZ0sjURSmQfuLu5JYbIf/pPf8vl5QU/+9OfSZPve47D3RHfWqkIG0E0YpGC+DAvhJjpuj3GNczLyOE4MEwLU6US+pjYbXsudlueXV/x4tk1l7utuH+jCAGMVmQcSnf0mz3GNijXItpgEoAVLfdUV6l3Zxq0KgxFaJ9zifhSsMqgrSJET/SRGBIp5LPoC2WlUK2JRalGrrkmtEVYGRRO37Gy/M8zJBE4Hm55+/XnvP76Cz7/zT8yjwPHh3spNiwLbduw3XRQEyR1TlAN1jmgSMO8EkEHoxBT3KLkd1LCGEvTdBjrKlX+90v0fNcejLMc8nuOaXjLb3/51xy2z/joxz+j2+7p2434ItVnFrNIPOsip6rKGopCZ4PNjnM6XNfGWvTLcLZ5AGH15Fpg8D4Qk2aaNCksgtSurvfAMHqKmTnMMw/e0+w6ds6x7zr6xrHpDLlQTSujyE8/nMjhkn2jWIaFHOV8WCYIoVB8JFpwjFIEHEf8Pwei8Q5juTz+42mQ+Zh8/P7f/1Yd9byARDPY0DhH33fkLM00MYoqUEwZg0Ebe27s8X5tvKmQm1Lna3ySGj6+Ullfq36nQlSPM7WcWzJ+Z+rVCtF7D/UoO5hzJlVeHkqduZePi6L2QmQoRYx7cp2sNeKFEiF5ShjJocXPA3beMs/ioNkvDVBqNSHUxjhZ0Ck15IhUzpVB6VSrwlIdPl/yek/P1LLf974eF6qqFYW17yQXMQLzH1hJyArpC6EiGLlm2CUTcyZmUaopBZGgVZmyGhiplU6zbv7vilScZXKtQTuLdqZWwp6OxyDzXCWULEtgUGOq46sAK1qJW7oBbKkylblQ4kLyM9lPpGUgRZH/K8pgVIvV4Iy832QkCHDmn6ky/+R9nSf8+Y2pc9WxIPrbc0ocY2BIkVHBYiz0W9hs0d1GoowsBYCVV5a1BMdm5Y6r9QZJA+YqKypzqD6P6mlgrKpS+FVtqRSc0vSmwXRQnCICQUu18l4L1eq0TJAifk0Kf4j78+TLQpVOTqt/jMWpjFOKXddhLja8epH57NOM2+5o9pdcXV7RNqIWlXwLukPbHSVbcmqJMeD9hCoJgyjUZGvQWSr5Shlilv3A5wglchqO+GXh9viWu9MdGzfSNguZ8KiSVp+hSopSxQ1iThRTwILO1VRvQZymFZWCyB9e799hrLrxPohyXfCBuCzoUnh4OOCt5f5w4HB8YHd1yTZLGWdVeSpqRQoFqYoxo7sN+92ObBti20KcKWEmTkeGuzcY4FAiYdqyu74C23J3OzJNgcNwjw8Lfp6IKTJM4jY+LQEf6/WliPeeEARJTzkJLqq0UBtSJmHIbSKMJ4bDnTSkxkjOEUVCYYjBS4Pu+45Sqrylo+96mrZq4QOkSPEeooccoFbISYESLcpUZaO6jsTL5Fz/rlO4Js/1q6emuApqpRV0LpXSIXt/0hasJnc9ZbMlNw3ZynWVnKUFqxRCzMwxM6TEISVOMTIFT6iCJ2tVt+RMWDzzNHF8eEAbOevVOx1232+In006U09QipAE5Yy1nyXV9+VrghliPKMZBTDa0Fb/DDFrtOSiq1fL2m4iO5dStqpaPaLpUHsYEYRnDYQLilgUPoNP0reYc8GkQsypqjsK2pdjJkeJax4TDel9yrma+OUo8UKlosfwPx2iscYpFZA494zO88Tx4cA4HPHLLIhhlvhlPWvXRCKlhMpPijiadwL+kosoeCn1RPJWoY0UPrVePRyesAq+lVz8U8nG09f6kEQjZ8883mOBZXohhcuSycax9rWGJF5G8yKUR11NVslKqNznor3Qqle0qijxvHjKdslJYh/vPdZo+gZS9NLfvCwQMyYmjqeBqCzTEphTknWtNFlbinYkxIFcq2pynSMhRRbfE6MUvgVtkRKCWlOfUovw1a0+fcfCwHtJFXzANvp4gAnCWWUMJdNz1rDddHzy8StRbWg75mXmNzkRYkK3G1BamqKrI2Yplq517HYbtJGlrlmRieqJUQ9c4J/Kgyqfjvo7yIZYN6CzrvV7DmstOQdSEjURrRWtc2itJOCsHEx52Vq9SJWTmQXRUEmaJEuawR/B36OWW7JOLMc9qMTd2+e4tmeaH1AInJxSJBdRr9ruLnGu4fhwT6hNcaXwaAZjhJ4mVNMqP6cekZ2zQdCTTcOsFIz1CWv5GymKgVZ8/7MDgOOysAsBG+V9oCAbRdbSj4PR6FxVGowVGp1WTy9JKFVKKiamZv2ZItSx1kmPQduilnCWHTyfvhpp0F6V1pSogphNj3IOt2tRjZPGe6PpS2KLx+SMzYXRL4zeE45fUh5+Sw4T2R+r6Y2jtx3X+5a2dVzsOnIOTLohJUWjmg+7eX9wSNS8ruUVupX/8ogENq6ja3ts2xJbw8nAV2GmKYnBtWBa+iRwMV2l6PUa5oX4toiSFwmtMqaRYEWxpaQGlUWOT+Z/gkb0NmgVLNB0lm3fsreWy6xwUdEEhbt8TvvZC9r9jv3HHzEMI5//8nO+vH3D//Gv/p/cjSe+ON4S35v68+QerYUQVfeCBA/3M9YWDjc7hjtL3Heo3nC5fcbz/oKtveBf/vEeXxweR9MYpgdFULCoTN8Zrq825KiZBwgeTkf5+5PNGKPpJlEPiU0EHZnKiVA8t+Mtox/4h9/+gruHO0KeyUT+tL/ik8sNMY+EZSLZIHq7SVG8JsyKccwsoVCsQWlFazUxFHIq6FSq0k2lXKb33+t+8/mX/Ke/+5I3N3fcvL1hHAahOhrDzeefC//cFJRu2Fy+5PrVTyh2y/0Q8OORMNyTwkwMI/fDwuv7kRcf/5Sf/euPxVl+es3h9df88q/+B+7ffMMv/vr/TQqB1jb0uwv+7L/5b9Htjt98NTIukXEZSTmQ4lKLFFaoCDXxVVBpGFKZb0hYLc3oRgmFwFpQ4cj49YkwHYnjDTEElknou01jiD7x5vU3H1SQ0hRUTugSsVrRGEOroC2FfH+Pv72jICZhMcOSoXQ7QrPh8voZ2+tnoCzKWJY5MIxeDEOzouhCMvm8l6tS6UKAzhKIOGWwxWBMh3KG5fI5ahOYLveU1nD6M1g+HchWgYGAJR0GWArKZ453Ew9T4IbM3VbxkD3H0wPSuGrrmkqkqDidZnycMF8qZj/xp3/2x1jz/tGF0dKwjVIoYwBF8IJQoQzaWvFcmTNv7x+4ubvntMzEeu4aBZu+4cX1BdcXe/a7HUZbDos0dzul2ChFsxSygYuicEUjeAeIwEc5I+fGaLQq+CTKiHej53jy3J88k/e4uWBdwJmC04USkyQYNZlYEQ3pRatUmCg9GTlVRcTaHB2Wfy7RkH96aKUYxoHj4Z7Pf/NLfvF3f0PyM6uggdYKZ1sudluaRj7HlLh/eCCmKIG31jV+M2f525iFtttsG5y11SNF0++u2F29wLZbSbTL09jjuyUZP+RQ+oHT8I+EpSNyxLkt5J5SLNR+ipilkBuquuUaBYv8sV7ZjLUHRURgUghSnNauxoLST+bjwkqd11qz224pOfH1l1+wzDNLSChl+fJmoL+44iZrJjR2thgLu07TNYWXFzuudz29KXQGlvnIPD3g+paPlkJKjq27YNsubLod0UZyE0V6t2tF8StaTP5uKcQHaKKdIY0nz1nxradeq2NPv/skG6ZCuilJUFoXpNH6McBdf1Ih0BC6ViEy1hjp2K+qEEWp3/n767/Vuxf65Gceo62nc/LxL62z4PH9vs849ztkVZVWRD4P9DuIxmPvgCQ3uVYESkmYOsEokZI8ZI/KHpU8JXly8qToUcZIwzeq0rIS1IzWNQ2lFIx1mJTFo6MaHK2Jw0oXWW/cKkX5VCLuHbRDvfuQtZJK2kph+46eLn9wJKQqdZZtXLm3qpzl7RTVC6BqlUP1V3iSJJ3nwXqxawalTeXOnmfEtx51eXcC6drb4py4ZTpLcYZiFEVnTE64koglYnNExZnsZ0Gf/CRc77iAsvVwBGeUfFhNyYZsDUkXcvMDGfa9M96dx+osvfuIOK4/oSska5zFNI6kYQgLJ78weI8OgX0qGItw/pUGKwaF4jh9FsKWQ0RpkXlURTgNOon8hjWoaFA2ixZ+nY/OGpzSOMDlQhMzvTJcdlu2+2tefvQpp+NAPkjz/KbtmYL/FlL5offpEW0sgF8S0xg4PSQe7hPHC8vGaTqtabVGq4ZN36OiJkVDTjBPGYsgDSoXQlcomVo10oAh58wwezQQvfDATatAZ0b9gC8zb4/fcJyPfHH/W24ebmkajbOKSItSDaVIhb3kUnswROknpsISMiGt3gE8IklGRA6Ko4KljxXw9xnH0yCIxeFIjJUKUITeuPiZuATabYd1Ldo0UL1bSCPL8cj8cE8ME3EZOIye28NMuz0RQiSVTAgL8/DA8faNfNy9JXqPQdMNA9fffIPpRu5uPJNPzHGWZtMsQZpWDhAzvpUTTq2cimZ9wpIwpWBVrjLUUNJCmgdUWugbgy+ROcfajybF5bAsH3TvZONPUMQcd/VpMEpDysKjVhGlsnD5U4ZipPVrv8co0LagTSEaCVykaiSiIhjpm5TCy2qgLdr9Wmmss9gCrk1YbVAXOxGt2O8orYUMZp5x2dOURGncudJaYibmQkCQxmQLSWdiCdX9eEWWhR6cciFGJdVvv8i5+AHGc1qr6p8h58C5+7MWzgoKHyM+wLx4Zi9MCWpioKsLcteKkaNWmlRgXBJGa5LW6JiZY8JWBEKfzWhLLXBKUULmEyglKE+IidlHkXL2kXFJ2AwmJDaNolipEp8LP3X7Wl3hHynq9d9Pv66v//+bUfDLwnA61o8HVEnoInuKMQZnDV3b0jSSNJyVICsCVdaEtxShclMolTq/vi1V3bKtbbBNhzaWlQBf/sC9+HaS8YeQiw9BNIwpUGZyyszjgcV4wjyQk0F6cSBWpkgsVPlogHV+1CsvCnJCpUCOkbjMgvrbtt4vQQ/mOFdWTkZrxel0opTC3f1BEMIlgDK421u6mDm5Ld44dNAonUgRlrbQtT1NV1k2OTP7zDh7xiUyxSwIJBatbI27C0WJqamzRlTjjPrO/i3fuxl8reyXJ0Ff/U/vbrCrKVlBEoCnkAKlBp8Fv0wcDvccHw58/eXnwuerEPbDw4M0GIWAMZZnrzRKGQ739xTgJz/5KfvdBW3bSBCcV0HRJ0FxKZTavGZQIr1a1of77eJT4ay9sk6CCveWlT/3vkMVnG3QWjOOg0CHSFK1jlwRjDXYF1frJJBpiagU0DlQ/Ik03cLygM0zTm/ZdIams2z6FrVK/hYEFclFDhFj2e2vyNtEv9kQg+fN118xnk4cDr2YAIZIIJ4DT5H0s1ibSEk+Qgjnxamr5N+7qV2photZXNc/MNFo2h6Gg/D6tat0m/qKutK9pP3lMXk479jrl+VbVyjfSUoTlRaKwbjgJ08JsiOs8Hepnfulus222y3aOfTlBTQNQ/EsZA5x5ECi6J5eGfLyQJ4HGEfCOKCXAyaexOG8KbhG0W8sbaMoKaCypjUWZQ1O79Eqoy56/jnHU9BG8wQFQtoOnbZsmo7r/SWffvQJJsEvPv8VD+NAKvDpZz/mf325p6Ol3zcoqyhOiZTh3pIw+NuIyoELY3Ao0JpSTO1vMbjLPS5tKMcTeZqwR4dThk0jzd+9c3Qasp+Yjgc0mbjb07SXfLZ9yaR26OsJfOTF7oKYAkap9+wweDrq3SiPewIF7m48p2Pk//Z/uuXv/3ris08anl05LHeY0rBMG5a5Z46FORZevnrJT376Y7bdlme7htY+cHz7j1xcXPKzP/4ZqfQ0G83d4cC//w9/xzCMTKeRTELvE8olsrshqYkvh684hYEv5juG7PmTq894dXmF3s3oxkGeSMuELQ1G95BaxtRwP8M3h5GbeWY8BlJZq2sFZQrGarqtpSRYBl1VyN5v/Przr/nqzQ0Px5HNfk+335GcuDOriwso4PoN2jUsSfPrz99wfPuW4f6e082XnG6/JC4zYRro9ldsrz8i0NNf/wpUIcWZb778DZ///D8xnx5oyoLTGV0SOgx8/vO/Q7kt0T5HK4cjYFWmb52gBAgdTzFXHXrZI/P5bFvpqgmfRF44AoZIw8KL55f8yz/7n/H25ob/4d//v6Svw4+UZMjNh9mTFgIpTcSosSrTWMVms2Gz20PTE21XjSJhvr3j/jRR8kxJ0PeGj15ucFrjGkNcZlQaIFlKbAX51RpjDW3birKSE2ngi90eZy3bTSd87yyiFl0Wvx+z36Iah9XSiPvs/oZhHLi7P3AaRqYxsywZbxOTyTTF0p4S1kW0DpANYOveXXtDiiCdzmmsAZKHD0g0+l3PpnMolPTHlYKahUo4+0BIhbf3A6fRczgemfwCFKxWOGNx1nJ9sefF9TVGGQ7HiXnJHMZA4xyXuy397PExsd9OuKZht9nQtQ3WGlor+oO5nk/GiMLl3cMdp3Hiy5sbDsPE24dZ5JNDIMbEi8uO613D5abjYtOKIWDtD1SIZG+sBrQhSHBIlp6GNUbBfgjP5PuNlaIeoxjdfv3l5/zD3/8tD7evWcZTpScXjNFcXl7StQ1Xu600eBuLi45YRBjCV1VLayUUXeaFUqTKrpWSIrQqFGUpxuL6PZuLZ5imkzP8dxCL/2kTrxfPr3jWOVRRHIcHluXEN197xiETauHcR5GizqahKFt90aSAWIqqlFFL8hNpPuKnI+P9G1zbsbm8xlrpS0m58OBniXeqaIJrHJRCHEfp30gZpTSL+wq3eSB1W7J1TIeJMAe2L1/SXV5w/PFPuKNgFo9ePClOJD8yqRPsHtDFo1JgyInWyfNoMHWP2JBS5CGcqjrhf3l8b0TjaZLxFMkQSokUwld5qafeFOvvvoOEFOHgphTwwXMaR2KMhBBY5pnbuztBOIzBNUWCc12Ei4bCWUfXibfGuXxOzX2eZBKPQaZAoPnJmlz7CdavzunSuej9SCQpH8Afpay0I33O6FOSytWKCqzO6OevnyR1q9pUyZGSglTEs0eT6qJWlYqjwWjeYWzWCo+pqIqYyShiaGiaFu8WjLEVSXryO0oqCaIAIZ9TSk/+7Poz6ulLsZLXtNYfpCKyDmcbtDIrbrG+knzSQgEoZwRGvbPVqPqjjy07kiyc3ViVFtWRmCjLIk61aV3Ij3X+ArXBQ2Mah24aaBzFGRafGVNgSp4xF5KdUbpFxREVTig/UPyIihO6BDHsM4rGaprGYq0+z9HVEXV1lW1c+8H37w+Op8BOefqtteZSr4naP9W0xHHmYTiijeXLb77EdQ2n8Qgu02SpWipdhIPSGlgMScs6Eh70uprEOwOl0A5wBr04VAjVA0bhtHDVGyOoj5jJedKyEMeZskRsNjgMrXG0xuG0waz7wQ8yfnf+ep+JsfDmG888KMKUuL/w6Lygi2FZRvzS4lNmSYXFGzbb58wbhYoNjZ6ZzSDBbQooo3GtRTvFMI/cnw68vXlLKgEVA8olTHtL1jNvxq85xZH7MjKpTLKv0C1om1E6CqSdRSrRZktJhiXBHDKDD8w+kmIW3jpCo3FGKuC2gZIUceaDtLzHcWLxoUqvNiijyE7ojDqJc7TutmjXMATFvETuDkduv3nDw5tvOL79mrhMhHnk4lkGd8HxOHB/f5BqcV4Yjg9MpyNxmejbBlUyKSSKKkynBzARu9sJRUvJuWHROAUtCUsRv4ucKuqbz0otOScx8KyFlbWIpnVBO0lYPv7oJYpM3ztyDixzPK+XD5l5j4zNtXoNxlihZXYdrutxrcYY0KeBojU51uvMAU3EaEPjCs5GrElQxOcCDVRn666xGCPV+8Y1bLe9BBFbSTTWXUBpJypBmw3KWmzboo2hd8CpYY6BGD0xZUJOqIruYhQokfU8I8LnDRnWs/ZcsaeQohcI9D2HsQZrpYczFX0OxnIR7ygfE9O8MM4zvrIitC5oVc35nKWxFmsdJRV8SExL5GGY6VqZy1CYGlGlWrynbZxQhJSqghjrmSNFTZXBx8DiF+bgmb1n9LVyPM14H2itbJWds8TSiBG9kTPBqCp/r6rnU8m1+v1IaS6lYP2HKBD8nvGkD2NFP9ex/ivFSPALw+nE/d0NyzhInFLrjlprnHM0zj0Wg5FkrGkcRg6GMxW71IS/5IyuPkKrR5W4vFuMawXR0Oadoth3SSx+H3LxodSqpulwjUZVRaYYE9M4MwxCC0tVrCSmTDYtRTuMjWjTsOYL2ji0a0jzTBxH5uHI6faOtu/J1uFcSy4iwzzHtYgr98yvMWlRwKPp4xxFPKgUTVae8e4eP0wUqwhENs+f03hPmWbK5EW0JWUelsTDHLEkHII6Wi0qhC0ZqzXOWBFeUorvynT8XolGrhDXGQY4T5wVteBJJbmiCaU27v7OBUngbK1it9+y+BllDasngS0t3XaLUorNdoMxBjSE6Dk8HFBK0XUdFxfScyA3+FFK7HwJcFbW+N3c95Ei8GgNU87/7enPFOl2+z63693XetLXYK2Y1vhF+HbOOYzR54raGuapap4lFbZMip7iJ4ofKP6ISotscKyogZZs2bYis/bk2HtH0aoUlmUieE/bb/B+Obv1rs3qWousn0hYF0KtPKw/t0oKr43Wj0OdKTJNY2vvyYdx5T959QnNeCQl8NOJHLIkB0AsqcKu8njyagAH72yO1dIe3TS4bkvRmsZavCoMDyd8Tgyff4HyCTctIuFYD41cb2PbdWjj6C720DheJ8/gR/7x7dfcjgOfp5b7bBmbexZ7gUoTpAXtA20M2OJxOuMaQ9e3tP2G7eVFlT+Upk/vIykFhuGerrF8+uryg+7d7xvq/H91811RRziv54rnEELieDrRGEfX9vh55nQ48PVwzxfHt/zi7nP8heWjVy/4y/Ln7HYd1y82aKXoX10Td1vCcSE+jJze3qFnj85VtnDj0E5jXSsMOO8heKx1tNqya3uebcE2GtdoJl2Yw8TgZ8avvmYuBnf5n/AxcHP/hs9vX3MYTozzdO53+rBRfufLAqSoyUpz8zZyuC+8eT1gbZYAGkjZkrP0AeSieHNz4uvXBzFpUojTrVF89NFL/uGrX/PsxTV/8q/+hGAmts9h1Au/fv0fOMYjWRWMg496RWML2U3YlNDJYNBs947LXUPbgXaC5DjVYEuLDT33Q+HmcOK3hxNfnI6cYqCgQZdKlyw4VyHxVlOSIgclErO8H+/b50S/2aFNR9tZjDVsrncYZzi8uWeZZlTToFyD6bdsVcPdN2+Yl0QIhZQ0OVugZZ4yb17fM3rNYdY4p+kaxXh4Q46JF8+e8b/5t/8VOUV+8fNfcDzN/Ob1CT/P5GhRpoHal+CdIqpCrKpNJC8uxjXRWPfGvHrgFEWqtEKtYL/tuNpdsNn0XFxe4OPCp59+xN3tHQ/3t2gF11cXGG347Ze/fq97t91vefbyJbtNz3EITP6Eahp215f8q//FvyYvC01nMFbx6te/5qs3r8mzJy2B5892dC3sdw0X11v22z1XF5GUGkLsMa6h2e3Q2tSg+RHL1NpQCpxOiZQKo4+iUJ0XSlHoMqCKIipIqqDCDDmQ50IOHW/nhdsx8WaIvB4Ct8eF+8PEOCVKdlCs+McUSfwk9xDlw2WaON4f+PUv/5HvyMT4vaOognGSaASfiDkxzgunYeL+NDEvkXEcCYvHqExf298KhU3n2O12FKW5vR8A8SmYlsjsvSgBklC7De7ZjqYRjyvnDE0rwfS6XZy9fZT0n2qdQYuHgbVQcqrJWSLmwjB5dMn4ZeF0PHC1b3l+2eOMFlEMo2iMJufV4C6LDHtFh0opuObDnMF/33gs0K5ng1TgpX8k8/abr3jzzVd8/qt/4M1Xn7NpHVeXF1ijcFadqd+qJBFJqJlRKZnWaZIBhRRXw+IpOdOSUQb2naOxhkYnrILNxXPa3TXd/gVucwXGVXXOvF7Z71z9t/OKNdH4Ifs2uvZTqP2oqkS0Llxcbmj7AlWKeKrqdlMs+ASxSHEzxEwImc2up+93JGdJjaVoxTg80Oz2XD7/CNt0tJtLVNvx7OoZGEtR4nhvnKkUSCl0kKUwskRJek6/+TXxcIt7+wYznJiXG45vWtq9pX254zglTmNirw1XZkNIDWnKxJIYkyctist8TQkzZT6AKfikhPJ4KPjxu93L7zU7z1Skp9/jXbDqHHeuGsBPKjPAO5QkKNWcxWKsPfPrtTFoW3BtK02LfS8wWhHZwWVZzpVr9U71Uv0OOnFOiopkQaWWcM/XfC62PEFavpVmrBWZD5meZa0cKwnClVZSQUsRYwRJeDfRoAbPFUGqLrolBYhBMtAcz299pYOt99BWeb9HxYZ1o3hUvpJqmal9GhVFqe/arHz6J/0yINf/NNn4ffTGM8pRpCrzyGN9v9H3PcoIX0AVRF62ejHkIi3a+vyYzyUlzpW0FenQCqxDtZ1I8lpLTIG4jIQgPFOTCibq899b75tSCmMtxjl04yjOsYSZIXrupombYeAueQ7ZsnhHtImGgCWgUsIU+dBkrBaYXrTaG0BTsngmpJSIMbLMXjwsPoA/+ofH0+Pjcd0+Wa3rTZNDIARmv3CaJvwycfQTOs4cw0RuNP/4xa9Y0sRPfvIRJW+52BlUYzFdI5WoTQtBVC1U8Nhi0WgsSvpjrETgxRhxF67KU611bNqCbhSm08To0c4QyPhhwD4ceP36DTFH7scDh+HIHBZ8+jAvg8e78vTzu1+WoliWzLLAMHgUopgjs06Ct0o6IWUxpS85EZPHamgsHKYj168u+dh/xMc/e0UqkbaHZslM5p5TuidY6bW4dL3wz0tGmYKO0pNkraaxWrjCJqOyyEUqxADRh8xh8jwsniEGlpxY+62ULlUATCS3VZVj01Y44+87xIZH9nFbOdqbrsW1jtEeK6VN9matNRgHKKn6FVXvn1BtUoJl9uTjSHS3NE6z6Q1xHFAU+q7jxz/+ETlGbt/cUnhAf31PCZnCCDqgbaFoiLGgVaEsI/qMCqcqP1nRYwoZS1GWJIKxj0p1vavr1tE0DV3XsdttmOdJ9ofanGnM+1eXG9fQdj1N17GExBLFDd04x9Wza4wqtJ2goId5wBNJ00KeA5veCqrtLG3b1l73QkoNMfYY19LtLmpPnhX+eJI9NETxlRjHRIiZh0moRnMSnwntC2SYSyKWTKsSVolJqUFzWuBhKTz4zHGRHoRlicRQWJOZyieQinwNBMV0TuRPj4cHQazedyjeOccEyagMicpfjyGI1GhFeNZz0xqNc3JPJh+kmq5XtTcRZonBk5PQpKw11Tn88eMsmp/rKapkNumqRGi00KnOwhJ1s40rekKgxEzrCmHrxJcDWwNJ+duSaOgaPylWlsV35cp/z9t5/vxYfJI4JafIeDpyf/uG08M98zjQux2N2+KspnG6Ih5CASvVm2sNEM1a+Du77mVUzhglxZjG1H2tZBFb6HrazR7b9mjbUpQ5xzLfLnQCvzcuOf/ESqv/AYY1e4hBaO5lAaSQiJK4Z2WFeBtISySHTI6V6b3GYSiR60V8tqRY3GBdS9v3WNdjuw1ms6V98THKOorpzomGIGBZ5lX1QSvHAeYZgLIsGD9h/Mg0eHw0+PEB72emCMcETlmycuLllEXBLYSMioqGVpSugqIkiI0mRo3Uar7bvPt+iEbO7x67542ZswybmAettunIofYtb2illFTxtWEYR8bxSMqwv7w+92jknGn7bW0UEt3l4zAyjiOvb26JMfL/+au/5sWXX/Ov/vwvuL5+htGmvlZ5p18qJUhVLm2tNBT1iNCsUCdPPq9qUz8E9Uf+oHAsc8myyLQ584O999V4cM346yG81pezJBV5mUjDAbUMqOhRtbUo50zwE87P5BBQSmgYa0AhG0TFM+vmrtRCQckGmsQZuCglRkTGgtLvoFBqTVre6c1YD9RyTi5kz8igpHm/rDf8A8YwD7CcyMuATgFTtckzBqVEOcvkgC5iayajHm5aka2mtI7cNXD9CvvJT9E5o33EDkc2r7/AkdDKgMqYyiFeqSXGCLrTbbYY55goLDHwJibuUmF+9oxyeYk6LeglUbwn+oMEhlqhSqFZ50DOwtcMheQzcYmgzON9Q6iEuURiVozLD2vYp0ASzCJHf6prIsEja0Gp6oi+rm7F5GfePNwQc2IpHoOhNYbf3r/h9v/83/Pi6prX33zBpy+e87/9r/8NV9eXfPRnP6PpHfufPieeek43r4lhgrkaGmqpOPtlwedAnGbKsshztHD97JIr19NuW7p9y/39La+//oo3DwO/eHPHzc0X/MN/OBEpzHnhbh748njP4GfSmmR+0PL99i+vvUjrH451SeVzcivTXfbBle8/+kS4nWrsrGi6lu1mz5d+4L//q3/Piy8uOJTXPH+25S/+7CM+/uwFh/6PuFnu+VVzIqjMZerpsiZPR4r35DQRSySNE7k5ES8LUSkx6kPDAmXJvLkb+PnrI1+ODwxdoqDoVANKkZVm9X7JpTBNqR76wi3/kPHbz3/L8Tiy20jl9/LhCtc2DHdH/Ox5WL5kCZmFhlAsh7sDhYxpO7qLZ6TFE+cF0/Y03R7T9WjTEKPn/uYBUxb2+0v6fsu0BMiFzf4KnxRW/QadZkK4o2AqoiFzXanHooTUvzRKNWCpAbAEmKsp2FrGMgq2uw3PX73k8voa23W0/YarqyuUUvzsZ3/M1cUl/7v/7t9hreX/8n//v77XfWu6DcZtyMrxxesHFh+IVTL62banbxqc2oCxtP1zdrvEmAeWOBHNhkn3lNDjjxuWJTNNSeRZkyOVQvjmgRAT4yQGrcPoiTEzjJ6QMscpEVJh9EWkXLM0tOqUZT+ovg2tNVit0Fpcmh+WwMkHTg9HTscH5ruB8bSQYuR88BYx1RRh6oJSEtTM40KJmdvXbz8o0Ui54H0EpQhJ+mvmGJlCYFwWpsVTECpIKjUgqxROn2HymZA9S9Bsto6L7R7bZFy7x+pMryPPLnd8cr3nYtvzYt+x2YgrvXGOWCylnrQgvkBNNlzvexot0rV9Yzk8zMyTR/ctsdX0VgQd5vmB4+FI8At+Htlve55dbmtDdW26j9K8m1M4x19QCB/oDP47tCL1SAN7SqUtqnB/+5rj4Y7f/OPf8dtf/oJxOLBpNE4DOUpfVGNonKHvGukP1UZixSwIRoqCJIZloeTaM6WVUPqUojUKq8A68cy4fPYxu+ef0G32oO2TIvb7v98fItnQZk9eIjF4hnFiXhaWJZGSrAsokqDGKN5SIZFCIcYCpaqklUD2I9HP+PkEKdD3Lbttz/V+R0LzMI9SlMkJjUPZRgQPRG1FktrVMV4lQlqIQVO0QbWOi4+v6cqG1i8MMdKME+GLN3TdM1511+ycom80zUahd5kSqvBQhmwdPkYOWVSwTLMl28i8uySo71ZU+Z6IxpN/P/m8JgMy8fO3/uvT318r4xL4GmMBxVKdv5u2Q5vI2uRjXENOiXmeiSpX7evANM8si+eb168JMfHTn/6M/UWVsNOqJj21WlEUqYgDqMQJjxPsnV6TJ3Swp2/28R08IgPvN8o5gVib1VeYJKdERgJzpR/pS6jVaTpVObFA9gs6BlRJcq9XulMSN/WShGa1VnfWt7R6Zkui8eh98ZhV1+eiK4x+ppK9O1ZHTq2qNFt9b0pRezIysb5HXRvdPzRZ8yvNIQXaldggL3imjhkV0VXL/RE+ompRa4qz5K4lX+wpL1+Cj6hhQqWERVzTu5pcFWKtRsnN08ZgrMU2Dm0dEVhyZpKaKWmzlZ/LJzQLhEhOi1QIlDRAGoSCJg6bpbq9i7QoKoNWpAwqrUpjQjuM8UMlWn93PBImqAkm57VxnuarV109+GOKjMskNDoyFnE+neaBr19/w+3tDVdtx/DRK/71xy/RKfHyZz/FdQ3tVY9xilOnyXYtYEmls2hD9pkcorjcpiqLaBTdpsNtL+n3PZurLVrBMp44hMiSA8PkuRtPQofRhVNYGMPCsiIaUjL9Z7hza1HiCf8c9ZiYq0dsqBQJesK8oBuDNg6lLLE1+By4eXPHgz/w6reGkJ7zv/qvP0Y3HT9arugWxV0szDnRDxuaoLHZEyKoXKtVMVGip+SOTKpzTInRsM+Mk+d2GDhGj7fCq20rCpyVgSJStqVIJVsKveqDtjqlFA/HI3d3B8JscE6TVcI1DX6ciT5yeDhxmhbGZPBJU9U8UcZimh6KmDoa12GaDm0aFFrUs6aJ1mS6bUfTtqQk+0/T9bTdIo63JVLiQi5aKk31IFZA1k4KKVom+yMFVIIqIyVC9Iq6I0m5c45+09N0LcqIElvXdaQYefniBS+ev+BP/+xPcfb9leK0Fgf4mBSH48w4LeRa8Ohth1aaJlqUbYAOrXtQkVQSoXTkvCGFljC2LD4xjOFM4fM+cRoDyxI5PAwsPnI8zfiQ5HPMPMyZkGCOipSlei7mYkID0Vkogo1zWGvQuqA0TCEyx8QyLCyjJwyB4FM9i1fDXjnPCmvfpJx/MURUgXmY/slK9H9piDmanGXSbyNN1CFlSTxixKiKwudaHNWCQ6YMMRdRXMuJUhTONaKm5wqWSKcW+rZh37fs+5ZN6yQwtiv1zNTEde2zk62gbx0kx65voRS6xuCMomgrpm1W+vGWBPPsGUzBGTnjtpsWm0EpI+dFTOei5SPDRBCXH3KsxdenkZxCztd5Gni4v+Fwd8Ph9g2QcEYJ/bXGAqKmWNdSAVVUTeyESVHSo1JZqaiY1tK3aI3C6npGGYexHe1mR7+7xLj2nRhtjSe/7/ihEA2lWnnutaAdYj5TMdd5vlLNpH8uklOhxBrfKSffi54UF6JfKDkKEuykh8qnQhpncu35KBXlUUpDLQQkvSadci9SFrVBcdPUdJuOnXHEIzAVbIik44g1V9htQ2uF1qedojT12NSIqIuxRK2Zq6+QMY6sNMm1RPfdEtzvlWjEnAi1GfjMSFo1utaDVZoKxMEy53NzSr3lTOPMOE2iQb545mXheDoRU2KqDVriH1FEzz0D1mGVZn95hW1arp6/ZFkWus0O13bYtsU0rRweQKl806zkYScEqtKoCkFWIFD97oR7zDfWLP4pweQDRpURK3WiUJGNYjTeL3UCCZ95vYZUjaBKXDBpJi8PlPmOEgfp31CQlZFKzjzAPDLPE40ymM1W4saqEmLU6kQuFLQ1yQlBOKgxQ8FgbEfTGJYQzypTq0SuICG60qY4JxKllKpzbdAq111JFsIaMH/ICGnEOkVpDWoRgxnNIkiPklAgxVDNmiTgSyiBV7UsP91vMddX2Bcv0J98THw4MkwLKUs1SMVMox2lJJKSem6xoIym224wzpL7lqg1hxAYVMG+eM7eOeh7tsbCm1v64wn19S05nSRpROBhpwQ1iKXUKmDGauickYOuCI3FWknCO9fTNpa++WGb/FaAKdd/dG2DMZa+k8rcNInxT1GZrAqttXRNS4Kqea6wRiq9JmdyzOAD48OR//zzn3P75jXPdOHTTz+i+3jP9ctn7F9d07SWi589J140lF88UB6CcLyDws+B6AMEBcXSXl5zvd+jbIu2LW3f4IyhtYbeGrbOsGusNKI5I8mhLlxlR7sznPzCL9++YYmB4zj/gHfvWwfaugeKLXyNlMvj56ygaNrWstk39Jcdl59eUBpH6htCSShv0K3mLh64WArL/DlbY/mjy2uexx1+/JghwmVq0RqS+gLLiU921/g28fJyx8WuwxpIyRNjISbDMGaWe8+bY+BuDIwpQxVnCN6TsyIVI9XRUE0Ws9A7+k6De//9brfdYihEv/D5m9fk6On3W4x1FB8pqTD6IBXnpPAJmm6PbTbVe0dBpYykoBjCDDaipkCJM2k5srve8qd//FNePr/mpz/9KVprrp99xM3NW37+n/+OUhQb9hQ0iUAhn6ltq/pLMY/NqFSaTUqJslLLstA5KImSI8t04u7uhra3HIcBHxKb3Z6XLz/i3/27/wPPrp/xl//mL8/9bO8zfvXLX/HNm1tShte3C4vPZNWDsmybI047TGPQRnM43DCMDyzjRJgXlBvQrgPlQDlCzCxh7TuBlAo+ZFIqLGsPRpCAPERFKUb6iwqkKoerquFVtkn6FCvldqoBZEkSNKrqJWtQNPDInK8QalEZVZ4Yzp4rGhpwFdV9PJvfa8QilVilVk0EYnqabBSiyigUIRZiKhgn51bbtFxst/RNx7bbsNvuuNq1zCHxMAdWzazWWS72Wy62PbvdlqYVmeasDMsCqeSKiCmapkOrzGa3x1pLxNFvPK8eAhnNzWHmNHo2zZaLTc/VRlNe7KF4VPEobViWQDYZlWtSIS6+rI7gK3KaP8BRHeBRkKY8Sbrfpcnn5Ckpcn/7DV99/kvG4y1KBbrW0bVdpRQaXGMxTmRRG9eIqMIiKFZOj+I8VmuRAVeKrmkwWtGbjEH2IqU03eVLXL9ne/mK7cVztG3WCvIHvd+n40OSjsZZdtd7ckjYTrGEhePDQPCBZZ6IMWBUIUUlbt6xYLKvdCspws6zwR81KXiinyg5kuNMaBUsJwyanS3ENHH6+lcU22D6S7R2ON2Lb1nTgFEYV4VlpgE1TWS/kEKke7Hnct/S7i7xS+CkGobbB3zeQtzgL3t8u8Oqjo0WfzA6R7KBqCeK1pSHe9BW1K3OdNPvFtt9r0Qj5Vx1px8fjsJUydi1gldQK00oJ+H/r9QQ5GafjiemaeJ4PBGiOHRmIKp3XRDTWmlXGmUUbdeD0my2O4x1uLbFOpEK08asZ+W5sliUErMbpEHrKUXqkd/HO+/n3Tn3uPiEy/khk7tIsvGE07V6BeQs1DDpi5DXld+QQ05l4ROXOFHCAFlk+YS0oeU9xkAInhg82kUek6naa7FmwCA87vpepSdAGohQujpvAjGTcjwjHiU/BlBrsvHINqvJR60Sar3OjUca2oeMmAPagLIKZUAlUDnW3nx9RoWojutnDXVV+d7KoFyD3Wwwux3qYk8KkVnJvEgxYVOWSm+mempItUsbi+1bcYhtDBHFFAtjKejdlrbfkrc7nHVMoYC2PNyPDHakFFWrGlV9sBSyFp64UqJ4Yo2u1MNcRa2kCuRMQ+uk8vXPMYqS494a6RO53GzZdh3HDKeYyCQSic4aNs6xJEEcMkKZM6zuwRliwseZb968wY8jP9/2zMvI//L2DW2v2X16gXGO7vmWpMF/fiIpQenK6qETpL9AY3B9g2s0pTrwWifVMas1TmsaI3QDZTS5dxW9y0QsNjc8zDPfHA+g4MgPmWh8e6jHz+dNp367nGuAWGPZbDourne8+vQZ3sLRgM7S/Kx0ZsoLUxyI8R6VO573G/qkeZksG63pXQM506uJiOWqC6Q+sestXavRmsrPhZQ0ky8cx8hxjow+s5ClEFMSMaSKelQFk5Ar0lrAVrWcD5h3besk70qRw90t8zTQHDvxraiKbrGIN47PELLcP60dKUEukmwrbUlRXJxLkOonaUKFBaO2vHj2jJcvnvH82TXaWNrNHqU1fd8zjTPa9KAMoXhySagqT55MS1YWak+QGKRlstakEM4h8BmJTJlcIiEujOOJadozL+L70DQdz56/4N/+2/+G6+trPvvkM8ZxfO97d3Nzy/TNLT5k7k6KEDVZX1JUiykLGnMuoE3TEe9nkl/E4MtGMJ5UNClZKaKkKshCXuPTek7qGqauCJ0Uosy3vl6Po6w5G5nmIoU7eZQyh5pScEUUxUwFlH8HnlD5yQFbEK5m7cdR5kzRed+hpH4nfz2vH4VcqdPpCbIeklDDVFEYpXHW0bct+77nYrNh03fsO0l2hyVIt5US9b2+bejalrZtcW1TzQENIUvyphD/k6It2kDb9hgFIQkN92K3YVwCp9EzlkjrNJu+xWqLUVv8fGKeHlBKCdqTC2YlMT0NsteYi6eshA8b77hzP0E0qJX5nDzj8MDh/ga/DGgSjWvZ9G1F/o30rNjKAnBS/S4hPVITV+BcKawVIZy+77Fa0amIJpN8AqVp+z3N9pp2sxcRlypb/Ieu+Xy132Kt/HMNYw0b16NawEV8XNBKM88LqiS8AlIUgSMjKk26slRKipBi7QMSOlwKy7mwkfxEiTNa2xqbeJaHG7K26HlBa0d2F4KSdz0Yg6pzlmVBhUUoWznh2o5uv8PZjrRElpMhDjPFzWQ7UXoR/T4py70SBVJrNVEF5lIw3ov0vlr3y5rJf8d5970Sjc+/+JJ+szknApSCrnQfU4ENVc2GjF4NSerFKaGnvH17w+vX33B/f+D169f4EJmXGdM0tLs9zjm22y0hRg739wB0XYexVipltuH62XNSSrx4+YrtZkdMiYfTQErlnUQhrhBWpatoo6tvxVpVebrvlVoZeNwIV4rHSg9aPoAvv0qSrfKJOUsfi9bV4IdCiKItbY0Vyd5aTQvzkbDcwnIL6UHcwYGkLMn2FNOT7BaN42Ga6ZSj9RHrFFr0X8lagtszLQuF0Ybt7oKUMiEkmqan3B/IeSKnmbBEkYws0tAmULncQ6VXFOvRtG9d1KsmtlKCnqzIx/sO4xRBa7LWWCXcTUXAlEyjLEUpktZkpMq9YlFQDxIUJou0Jj6QxgF/OjI8HCjjgEoiC5rONAktvnNNg2kd22fX4CyHnJlLZtYdHkhdT25bjuPMGEeizxjlaJuOzWZDjJEYI23naLuGkltS9ue51rew6QClSMrWgFkSEWegbzUXux/YGVyALPHKU7DZbLjc7vg3P/tTfvrRx5zu7xkfHpjHgWkYcFpkY+/HgdfHexYKQ6XnxJQk0dASfCwpclxmfn37htxrbg9v6S8dL/Jz0B36wlJo8HbBlxPZQ8ktdrulu7iC4Ckx4jYO21nGw4Hh8ED2C34eyMFz0feyjn4E0WrippXGcadICkaleHs64f3M/TTy9nB8zxv1+w6otRL77Z87Zxf1W5VOVX0qtIbGiaTorndMZuHEAWMNu37Dxjmu+y3bS8OsTszFs91+gi0t+3EPweJNIblMe/EJtFd0bqEQ2WiPs5FWJ1qdeVgip1Pki5uFL76a+PI08XAMLCWSV2qlj+SiybkijikLwt6IBLYx5oMKy5cXF1xfXjCeBsb7La0pUMUpUgyiaodQB9pqyNh3lra1+GwIyYCKkIUC5xRoa9BtQwniJG9zoAQ5iA1ySL99+5a3NzfMIQrdIHgKmqyj7OZZCjAxz2QK1lm00fS1Ub272NA0zfmRdo1j0zgOd7e8/vpLOgs5Lfhl5HC4gwI+JAqa7f6CzXZHUZVG/L4jB8bTwjBGvv5mYZwhOfHm0XYDytUmbyXqXKUVn4ycxCUvCk0qFUUuqhbenqL4KwNBCkGPLRGV5no+EKVfJyG/Kt4QUsXTFQ3V9T4pMuqJOEcBSSKyFUS+WvWdX7VYHteRobp9yscH9GhIL4P0SZhU0FnuQUoQozS+J2QVp8pkuew2XF3u+ezjV3z20Sv2XctF34ska9PRDBPTEmmd5Wr/nBfPr9heXtNve5r9taB0phVWQZjxsVCMSPL3paEog95c0nRb9u1CFyM/yZb91TV99w1vt/dcXezZb7dYq7BWMQ4Nw1GTgyd5oauutL/HveYxaOfM1Phhx/okpHcUHk4HpuM9x8Mt0/CANYrLyz3b7YbtdiMSzE2LbaQInHMmRKl+pyKoonHiQl/KuQtc5NCrSEDM4ltjXIdxLfsXn9JfvMD1F2Aa3rUj+P1Jxnd6b2sM+6EjB0rxKKB1BmNa0m5P13R0zhFDqNTWyLPZs4SIj6kqTnmCl+KwXxaCX1jmkWVZGIYTWisO9/dY12DbDdl7Hm5uCCmThVOANRuUtqimRxlD07ai+plEhCbcvqYsE+F4wdK2JJ/IsZDCQskZq0asHTER1CER9MTRBkoMlGkmhgW/HNmmwFUWeYx4vBVft+UI4bsVVb5XonFze0c7jk+CVSo/UYsCg0Iq8BQaZ3FW0AylTE00LIfDA2/f3vD27Vs+//wLfAiM80y72XD5/AVdL1CQ9543b29QSrHf72nbls1mizaW3f6CUgr7i0v6fkNMhWmaxfU2P0J/McUznUZ6Blb317UD4ckkrRMvnn0ifhfh8P4dd4rvNR6RGs4Jh1LSpLjy4HPVbNf1fyWLlnsOM3l+ELO3MlKQxC0rQ9Qt2XRk0+KxTIsH60lJ0KSiZSE/RYrWZ6e0pu96UoyM4wRoTsPMrD0lC3c2V/K0UqLModS3m8CfuIMDqxrVeVQFmg8ZykDUq7meICmuyKSX7UrmWNaPB5rwSesTrpU2nQvESJ5n4jwzjyNqmTEpoYu4x+q1v0RpXOOwbUu335KdJcwTS0p4pQhKk5tGzHCOM6dpQaWCVgbnXFWTkipi11n2+w6wlGKrT8xC66B1SrhVpqIoJIQRpGicom9/YH30OkSKXdE0LdvNlp9+8hn/5o//hPH2lulw4Hh/z+lwjykaWwxvlIVpZigi4+cpDGt5tPZFhZyYouft8YHu2HEaH5jmHTkvgiptDCo5ggksTORoKKXgLq5xm4tzZbndNjS9Y4mRfHwghYCfR0xK9E0rAZLS4Axq22GNZttqitIsxvDV8YG//fJzOvNDH75PA8inB9zvObDO33pErpzVdI0h6gJlQHcd9tklvevZbp/RbTNeHfAknrUGUzp6tcfjmHUgmITdPENZT5MnFIFWH7FmweqAQ1RNphFuHjy/vRu4mwPzLJTXkpJ4LoRHhSXZ3wrKKLTTj/f2AwK+7WbDbrtlv92w7Xt0DlVlpd7BuveJ/49FVZUa5wwlWUEbkhJp34qsGFeDlzLjlVQEc1woMaBVIcbE8Xjk4XgkVIdqHwSBw6SaaKwy4RM5R1S2KGdwvWbbOC4vOva7Haui3X6z4WK34ytbON69xhooORD8zDgOaKXJUZD6rutoO/G8+XbF9XuNnPDTwjQs3N2cOI2F2PYUU6DRKJOqUqCqruYahRV1QqT4l6nsErXO2FXoXKryqLVnglohr9P1/HlNnmuCgfQayT6q6pxRdX8V9TP5tbU3Un5eUXsW1mr8+VqeoBeSNYmJpxZVqvcddu0bVJIEaVUoWZTzpAejIjE8IjuuabnY7Xl2eclHz6/Zdw0XXXuWb49pobOZTWe4utpxcbmn3W5p+g22k3gkKUfO6ewAnnLBZAhFKMttu5G+oaajzYkXEbp+Q/AeQ2a33bDpe5wzWGdwJkMOLFNhXAZyVuLtpGpiqEAMpCQBUPCDqxOeZ7BSZw/FeR44PtwzjSf8MkmPStuz2fRsNhtc29J00rxtnMN7z+KDoIVF+qS0FlTMWlUZUI/xj/SaiGiPbRpM09Hvr9levcA0vcSQJfEoGPDue36fBu8PTjZyghIAhbUiOZ468f5y1pBjQBUpZO6iMIJSJY8ty4xfZpZpYpmE9j4OjmEcyVkYLuM40DSRvXUUPzHefC0CET5SikLrDqUMOImbm7bHGNlPtQaGARUjcfKEKQo6mwspiR+bYaYxs1Qeh0Q0kbGBFDxhGEhhJswH+ZtdiyaT/YLKERMncvhujIHvlWhMfkZXnWpVgzpthI9YvbfY9lsatxoBOYxxaGMZJ880L7RtQ9937Pd7nj9/hg+Bfl5wXcfu4pKYIl988SXzPPH69RtyyZV6sKFtW7quwzmp8h4ODxwfTsyTx7nmLEVH3UxDEOdKfd6QV8iuVG2qx0RCAblk8tpUVXfic3WqwDJP3+d2vTMeA/1H+tT6tdYG62BZvFTrVNXKjhMlzeTlSFoehDZAJKmGohqS6fBuR7E9WffkrLk/PeBzZnu8om1aymaH0QZt8jvXsR6GxkkVoqDlcPaeZZ5JMaCKGLRYbYmq9rnUDfi81JWu6gePi/ZdA78nld73HKfJM06JvBQa1aCcpdEKk6NI3eYqPwnVM6Vgc8aUhCoZTSFPM+nuXqQEfcI/nDB3d9hlorMaU4o4cWclZkhaoawGq4lak7RmVopJa8pGFrfPEObAdJyYxkka2lBQihgnIk1+H390xY9+9DFGF4wpDKcTh/sDxjhcK6iPr0FQIWONYts7+lZoMT/kWA97XYOGGCOzX5jiwpQ9+/2Gj/qevNlR9teAKFu8frjnou85RM9Xy8jBz/x2OBBSJKks7q25AIa2cfSNo+8b+s6iCJAXkl+Iy8xpHBhOJ6G7MWG3LzFbg+kc1ihKnAmHgeJnoRO2DmyPCQG3yIbeOUcsiTkGdCwYn0QcoOnZh8Srfov5Z0XNv/sfX6bA3duBJSZ8SZSLSPm04Jxm97xn02xpmwu0SxyXEastVveY0qFCIS+Bh3liigmjNNp1mGBELjkC3jGWgTAX3t4FXt8O3BxP3E9HBh+l3yqLO23JT9ZnPeRzjUpzVCQUYSpy8Lzn+NlPf8z//r/7b7m9ueUXf/8Z97c3/Ie//hve3tyKypkC7QQJ19airCH7kTkmfNSEpMk+Sj9Hpc/laFC5IYeBEgf8onjz9g3Wak7jSMriDURJfPLpxzx/8Zzd7iW5KP7hH/+e4+mIDzOlZH706UdcXOz4yY8/4/r6iufPn7Hf77nYX7DdbllR2sY5urblP/71XzFPJ07jwN3dHSjF1du3tG3HdrMXFEgbjHoiFPCeI8eZTkeyy3y011w4CDqS9ELWCpQo1Wi1ynsoVKUAqazOaMy6v5dvx2Tfurw1OViTjLzWzc8U41UUQ35+fYdJcAxidZhPOZBLkDOqeBqVUWY1qF3P3lIbWKV4khC0JdX96DGIfr9RFPgYiSnz9mFgmAO3xxOHcWaKCZ8hak2m7u+qCGUrK1LMBJ/wOhFcxilNYw1Xlztc37DZbHnx4gUXF5dcPHtO07TQbAi5cBoXFh+ZF1HuyiqiTeB4sixB3NadNTTtBqsU+2xo+h2lwOXlY4HFB88wTxzHkcNpICwziw/01tK7RpJCyjv3Sa0P74dSx6xDqarfWRKH2zvmaeS3v/olt2++YZpm2n7Ldrdhs+np2pamFRWkVAzBS09GzpmixHMoKbDa0DSOkjNRiYppCEHQ8BDRSnoTjXOCZGwv2Fy+oN1eoow9z+k/NEW+a9LwtOj6oUNXWroutSdVQdcaki3Sm2EVREXJGlRCm1IphwqtOhonlL2w3RBDIIQFHwIfL74meRathJWhreGTF89ZloX5NIpqV0qUUg07k6KEE1EpKWYpMCGgC9zevSFmjy6yaxyHkXGamZcD+v5zStaUYjBNg+t6co7kuNBazeWmIWx6hpfP0RqyikAWwQ2+W/H9eyUaiw90fT7TZ+RGrAZt8sb6Tcdus6nNpQ3WNhjr0Pciq+eqxvd2u+Hq6pIlBNy0YNuWfrfl4eHI69evGceRtzc30owcI7vdjp/85Mdoren7LQB3twfxHFgi1jpJNOAMDYcQiDGeg+O1iUiQwPJOcLzyqp8qMAFnBSCAZX5/vrckGN9OMmpPi9FSmS+QUiapgCkJ4kIJE9mPZD+gy0xR0oeQlCPplmg3FNORdUcsmjAOJGAcTuSYcLYlG1ELebyWusiUcEatFfMmoVBVeeEkjXtGixqE5OCri3ltAl/vdUUZ8tMgZh0/QKFlmgOnJZN94VI3nEGAEimzcBqfvpQCbMlnCVdNISwL8SHifWAcZ/LsMccTtiQ6o+uxKd4CJXN20cUIZStqxawUi1bQdijjCAGWGFnGmeU046yt8yxXvXRxa3/xfM8f/eRjnJNKw+H+jtetJiXhUPuYiT6wNvdZZehbw6Y1NO4HrspXlGc1l8tRnEuXFJhL5NVmyydNT9dtaTczCU1Ec7nZYI3hdpnQ4wN2OPLVfJLDRT+qzkHGWUvrHF1raVuDJlKyJ9ceorEepmWKqNKw+yzSKYNtHaa15LuBcDxSgscahTIW3Wr0orEUTC64tmHxC+o0CSUmLihtcdmwiZnrrvuwyvIPOLyPPNxPTD4w+JnuY8PVxxbrNLurlt51NGaLUoEhWFpjMapDqRZSJoXCsIgs4dZscMbQJItNBZUTJWjm6Jnw3D8Ebu4lUDktA2OQSuu5z2pFIanyHKWamRaRzlRFE5cC4f3v3WeffMSL5y8YTgMfPd/x+ptv+M1vP+fu7q6KSICtfG6h3hpmP+PDRIjCZc9B0BdAKt5RE7OV/rQ84RfF3f0dfd8xzQu5QPAzlMTLl89RSvPpp39ELoVvXv+GcbiXZtaS+ejVcz779BP+5//Vv+FHP/qMV69ecXV1yXa7o99szipUuu59pUT+9m//hvjN1zx88RuU0Tzc37Pb7tj1u5poPCK5HxLAlLjQ6Ag282yj8RaWEknFE8kUTO0XqMh3AVU0KilU1uiqQiMNCtSzpv5tVfUJ1tdak5EVvVfiBiNJxhMD23MBiTP1MiAdL0sphJLJ2ZOSR6UZVQJOZek/y9UjiBVpls271N/PKHzhLCP8IcdFAen5DOI0/zDOPAwjp3lmjhlfKWVFa6yqZLGaHOZUCD4SrSHEhLUizLLvW551l2y2W569eMVmu2N7eYXWFrCkEDlNR7wPNaEXWrNKimEy+OTQzpG0oXEtxjm22tL1AWsUFxc7htORcRzwR8/sF4Z55jhNtfcmYZWuZ66gcvIw6hN6fJgfcOdWZGH9ai1HSTx0OtzzcLjl6y+/4O3rr3G1X7bb7tntpdHdWkvKiZQzPgRm79Fa4awgVmJcrXFtWwVxklTao/SBxpBQGtquRTc92+uP2O6v6HZXuG4ngsjlW1YE32H8c5j0PR36jChViqLSKKdFSKZI83dR0ieEUsJ6qHUcMW6G0rW1v06KjUK4VRWVTaQQCOOI0ornV1f4ZWYomRAD4yQJh48LOYvYQy6FiKC4Fo1RmoeHO0KKOGUxSjOcjszTSBrekh3kUChLJmVd+7cyqMTVfsvuk1fEiwvG3mGdRrkkDBeNIFXfYXxPHw2Bo5VWdKt8mRHjmq51krU3DVprUorMc8KYiDaWEDyQ6Tcdz59fs932bLebSp1apAHXNhhj+PTTT/DLwvX1FSlGlmWh7Vq6rq2JitjZd11L8FpgS5+rI/SjLGvOK8y2BvhPguzymGg8OlaWM6IhMBxnIycQBYv3HeKQ/e0P1mj9TEkqNlOSF+WS5Z7iT6gwYHKsGXNHMVuSuyS7DdltKbqRD6XIJeDDwsPxQAiBrttibcHWR71Sp8ZxxHvPze1bTqcTN3c3PBwODONRKoMknNXSuKwVJcsGfUY0VlRkvedPFvIKYa5qVR+qiDEvkSlkUoJJC6LWKMgkaRBXEYfAlms3oPQdijvpqsqRvPCOTQIbEzpnrFY0jZOeclufS4iyaXQdxTmmLMmALwqPoZgGZRxlDqQgmLxK0uORtcLoQtsajG7R2nB1ueH6aoOz4pjq9J5G5XOz5uIDh2GsSfOCc4aLTUfbOOwH9rd8e5yfUkX5LrY7XlxeszcN7ZLJeWZaEn5eMMFz8At388zJew4q4K52/Isff8Lm9g1fLwNKK14f7+W+asW2afjJ8xf8+PkL9m1DqxVlngl+4Ztfv+F0c+IXX77m/vUtXdrhVMc2JnqlaA1omylposxHHKC7Fm1qn87xiB8ehHvqI94vzMtISZHsvVTP5sRdCJyGieEDCgM/5JACAqiQ8XPCBbDaolUkcySWwhRPGA1ed4TS4GdBxywWV6W9J+8xzpE1dKbFWsMSBnIpDD4wh4XDrEi2I1sjXbk5U5Ls2WqtLFefmJXal+LjhZaciUvlmLznsMbQ7Tv6xvFHP/0J203Ppu/FBXqZWZYF7QXRePnqFZeXF1w/e8HFxTXz4pkXz3AaOD4ciUHEQnRtTpxGxe3NHVoX2rajKMU3r9+gKz9/t93QNS3GWF6+vCKlxEevrqF4bm8LMQSUUoQQ+fqbN8w+8NXXr2nbpjamPpqXru0MP//5z7k7HDieTlKoGEbevH5DeVH4o5/+Mc5Z7u7uSDGyv7jA+/fv5Xt7OAo9KcF269huNDoWEQTxMyUWoXfmSvMsj2iGKeL/8XiwlHcYcLJnfxuLKzV5kAwiqUdq1JqGnA9URNo6FhHDWIAhJZH6jgtz8qQwk+JMDiO5LCidxJAWofeoIvOw1N45ZSz7fo+2mm5jKN8xcPl9Y1w8h2FimD2/fX3LaZo5TIJmFGsxyghVTxtUSugiNJJ58cw+MPtA2zqhJAM+ZUyj6NqWvu3ou562aVFalAKXEPGLZ569VJmHgZQiVDTHOEXOibFtiRmaRozmNMh/rxKmZ0n7Ig3rS0wcZ888TgzHBy66FrL0M120tj6rfH4mQvn+gAVbR3ny93LO3N2+ZhoHfv2Pf8/h/oawzOw2G/b7PV3f0/cbEehZZ0oM5BhwukE3PVqBNYqcAtFIvKhNAzrhnCGpSIoGXcA2FmMd+2cf02229M8+pt1cgGtYZ8Q/lV78PmEf+N3C5w/Wm3F+AYTbzSpvXiolXuIKazU5GlFqWjypBIirpPi6VDO55Mc1ourfUlCyxhSDahu0UbzguRghXlyQcmIJMzllvI9VPU58Snz0gjR6UX/t+o30pBUpMlkL1hQoiRIytii0BdCyh2iDMo5t16AREac3b29E+MlU/6iiid9RYe/7qU6Vgo9RbmKLwPhGdKAFQmtorfBHU4qiaa0CKIMPAVSh71ua5hkhBK6uLs+Jho+ZwUeaxqGQINV7T4yRYRjEMK2Tw7XrGpTSdF2LVkok4HIRl2Gl+LYsGwitY51gj0H/439fg+NvIxqr1C7wqIL1HqPUTe3dJEM+q7XTwBhBVfyJsJxguoflgGUQIzqlKcqR7IbYXFDchuK2ItWoGwqJnBd8nDmdDqSUuLx4zkrkVEpV+eDEMA7M08Tb2xuODw/c3t1wOh4ZhxPLMonCj31snDe1j0A9STR0KdXJVypTSj2pICCb3ypX/CFjXhJjLKQIU2PQytBqIzQjKx4aDVJVEIHFIuo2cW3o59ExM2bsLHrqDYI4uNZRrCK1olJWQhA+aNuRjWXJGV9gKdKbUbQkGjkHqbqKI6RU9bU0/1qnaZuGtmm4vuy5vuyxRkCSvlHsO0fKonwyTjPtwbIsnodjwVnDxUaS6pJ/WO4trLmtRhnDfrvn5eU1e93QhkwJC7NaSFGkDL8Y7vnN/Z2UobXl1cVz/uxf/AvsFxv+/svPCSmeDdAapdm6hh8/e8GPnz1n3zg6rSjThM+Z17/5ktuvD/ziq9fcvX3gSmU2NvFxTFxrTTEFbTMpzTAfsd1G6AatxbSGk585Zg8hwDQTgmeeR3JKpGUhFcWSPXchchpmxvDDmh2+7yhF9k5CocyRLtaKtI5kxHBwSgO2WLzt8LnDz0Y451islqbK2XssLdkYrjpBi5eomZbC22PkYZ4JBpJuKMaAlUQDkxC52OpyvR6GVPnwGrfkIJW3uJQPSjSc0Vzst+Rtj+InbLdb+q6DnFmWhXESCqpSis8+/ZRnV9f8xb/8F/zJz37GMAychhM3Nzd8881rpmnidDrVn4f7+8DdTUSpQtN1oDSv37ylaRq22y2ma+m6HmstV1eXxBh59fIaSiCnhXme0QpijHz9+jU3d/e18CSeNdLTVwvdtbZ4OBy4PdxzGgZCiAzDyNvXb+jbju2mx1nDfU00XNMQPiDRuHkY2DYOpxWX257WWLZLxqWAKhOUIF3NpUqe1gqpQmGVRmPO4iKqVoDXHURkbp+cjGcK3ePXq3HrO98vlZpTCkOO+JK4L4UxZ1xMDClBWCjRs0Qv/O+qdGVUQVuNVmBqr+Qq+wwa1zTsri7QVoMtpPT+925YPF/fHXgYZj5/c8sweWaE5mU2Ldo1WOPEmDUGSIlUMkutwE/es8m9UH2KwqdMh0iAd21L33W4pgUtil6z9yxLYJ4X/DwzDydyiqATymhs60QMZeqIWdH1CWUSjRJlQVMdxlfRlFyEkTHHxHEJHIeJu9sj08ZjFFz0Lbuq6MY5lkg/WKJxftQ5E2Pg7TffcH/3ll/9w8+5v3vDq5cvudjveP7iI/ZX12jjQFtiDCLyoD2KBaehrWJAWkFJgWjcufJPzlhrUSqRQpWAty226STR2F7QX39M028BTVZPKGK/95p/f5Lx+37uB1ejUkp6JKgu7aqcPaqMc4AjWVNpThkV42MBO68km4phaGpbQo3XUGAQY+LixFeja5/ch0zM4nTvfTjHdjkXpnkmpshwGgk+spIexewxY0zB6EJOEZ2jAAbWYA04LXG9dpbGNag10XhzQ1GFpILEVUl/Z5+v72fYh2apDpSFAWM0wyCbycNBml82Fdk468tVOClXFYw1Y04pEUMkpETOsjEpBG7d77Y1MJfg/OryAq0V/WYj0prViG7TtTgjRjYhxMr7XaV0pbE71xtfagWgoM4KUCsMt3YRlCdBsVolTs/v/Q9N8+94785oyrcaMcvaFFWzWaOY40SYHtDLEeNPKJvQxlJsR2l6irsgNzuKaao8oT4XnnLORCLjJPKq4zSScqbXPVppgTdjYhonxmlkGAaGcRDVg+gp1RxKaUEyVpqX3PdHgz5JLsSbJMmSqBQrGQpVndqVOGR/wGha0Y7PKXGKC74oZlVwFLpScCh6Jfrtqy1rUwqNqSpSpRCKwq+c5upUirGoxhBaR7Ga1EvykkKEAgsi//swDAQUJ9uSzMrFNMScpUcBceNcFTH6TUPX9VzuG3Zbx+XFBq3EvCqlTI4eUsAojbEWuoaUtkzW4OepCisUdMnEp/bsHziebMdns97VK6BzDft+ix9PnMaR1w+3vDnc8eb4wFeHe9q+Y7vbo59f8+cXO/rhkmfPnjFGkX7UGC7aDdebPR89v+LV1QUbNG5JDF8/ME4z//Fvf8kXX77lr3/1K+7vBn720vK8aQlOYxtH8jNL9HKdmw6MOLXHZSROgXh8QC0LYfZMw4gPgWFaIGd0TPgCdylzEwLfjCMHv/xg9+7DRkUP5I5LkFUEaUh+QiVDzJ6gFUE1eCzjJOpqMWpRzfGR4D3JBrJWHKYDI4px+hofbokmkF2DR5LigCIrRVbyykoVlJHqtTbytSxvaQIvuZAWJLFNP9ReB85Z+r7nT/70T5immb/+67/m9es3pCwvIr16z9ntdjRNU41KOSvjLcvCNE3VzyeSizRDxxi5ubkhhMDlpSQUd3d3ZzEQrTWbzZacJVFIKXF5ecl+v2e329N1HZte+v6cEyTDGCmiOGdxzop4iFHM88xpGJimiYfDAWulZ/Dly5f85V/+JZeXlzx//py+72mb5jtX+X7fiMaRrEMpxZTFAWRZcfpGiUJT1NJQX926z03ZWkQsVEU6KJyVofT6YCqX/3FXeZQpB8Qrg8fmYk1tQM7yWktSxCy0jpJFQcpmQ5MUOVlUcugUiCUTc6pN/5nzybAiMBXZ0I1FN2tgo+ADwO83Nw+8vh84TZ4pZjyAEanO7XZP0/V0bYc1lul4xE8TSmtiyYSSCVmM/WIpWBTGWEqBZfRQJrS9R7sJc/KUogihJqdekqwSFnIMxOxBK+l9TAlrGkrMHCksJ4dTEUMmTCPRL8zTVCnL4i3mfWIJhYijNFuC0pyWhMKzc6MUCioVO1eq1vgBiphPRymZYTgyzxNvb95wf/sW5wxXV9e8fPURV1dXXFy/YLO7AGUp2lQPK5E/T9FXpksNarMo3aUgnldGKUFTa2y29CMFsG2LdS27qxc03QaME5nrSmlfvTdk/H461O9LHp4mFj84miF/+Z1rWiNF2eklzTdVRbRtI6AoZZaeCl3rQMacqXFq9fB6hDtqPFZjl+prI60LhRZR4krxkeJf4GwaOI4yt2LM5CReQTklYRMtCzFFYo5nSry4ttdCf4ykvBCTiPTntYivkrzfbAXB+w7jeyUaKHHxTinVhKOQ/EDJEafl4Npve9rG1apZfQBKiUSXa8/GbitnWBw8c63sVxnIdnc+LITnLs1jK41J1JBgu+nEhGhZKDkJNGTtuVIzzzM+RYGHssinrXzMVA8kpesUqWjGI2rxqF71Q4x8fp+FQj4nPpT1YFZVRk6Rw4Qfb2nCAZNOKN2IE6zdQnsNbktpLlaP7FodWqFxMVHL/kRKmWEcSDljncUYI54FFSU6DSeOxxPH45F5kQpxIYvSoEYmfU27ram/n2vjUZGKWarOTEpVRRMeF/c50VDfb5p9e3SbDtsZYoLDw4yKuQa3ir0zNEazBZq1EqCgAZpa1dNZE4FYRJmkUVoS1KZBtRb6juw0aeNki6iLMYwenyKvjxMRhbp4htYNbZVqjjnjUyQRyWoVTixsNjuur3d89HLP8+st+20rksQpSrAUxKzOGEdTr99Zx2AN0+mIRhamLtU5/J9hlJpskDM6Zbau5Wqz5zenE18PA3/95Rf8xy9+xeF04uZ44OrqilevXrH70We460u2fubVy5eclhlT5Flc93te7i750asXfPriml1RNFPk9uaOt/dH/v3/9z/z899+zd/86ksepoW0f85ydcHSaGzbkIYj03ISc6zdhuocRpgG4vFAGAb0PBOmmcPxxBIjx3nGFOgLTKXwTSq88QtfDieO/3+CaDxVqxL1HjlhSgzEZQCj8cXjlRWFqdxwHBRWKUIwpAhhCYR5IbWeaOBuPJFD4O3D5wzzG65fXrO92LGEwBIKAShaS7KBKPCgs1ANHdWzpZqYYigJvC7S7jKvpZf3G6tMeCnipr3Z9PzFX/wFfdfz5s1rTqeTNIHmwtXlJR+9esXFxZ6mbdBG1N6aRlQGhU7oCcEzzRM+eIyxxBhFHt17PvnkE3LO/Pa3nwuFZRa+sqgzafq+w1rL9fU1TdOw2exoXMNut6Xr+vq5Y7uVz5tNL7/jhNqyvqcV8TZGKMK73Y7PPvtMVObatlJh3AcZ9kXjiLaR4LEkVEzEgpiQtrWxOpeKZmTOxg1Abdxgla1VcP5sstBJbZIDR/oT6i+qp/1tcu2uBja24u0kxJMiKHJSxCRBidYag6YpDkqS6miOxJzwMdSEelX9qgFYTTZMURhrMa0kGqYRtbH3HV++uefL+xOjj0wxkQs4Y7DWcXFxwWZ3wW6zpXENN0rxkEXWOZVCyCLI4XPGp0SDQxtHzopxWFh8YQ5FAmt9J1RnLVV6E2Utl2UmB8+yDBSlcK4lx4hWjtRE4jQK2l0imkQOIns6LYEQIsvsWeb/kb0/D7Mkqwu88c9ZIuIumVmZVdVdvTdgIzTY4IygIiAovK8jD/3iNjrKAO0Iojw4gqC8r+IL72D7KPNDYcQFlEUYYXRGZBh0XEBlsJVVG1BbQJqmm+6qri23u8Rylt8f50Tce7OyuqsyE0HmfOq5lZl3iRtxIuKc7/6tKStD2Xgar6G3TO0Nm2WFs5a+NCg8ilhBLa7F5T4qYrYIEQyhW9ubbG9vc++9x9lYP83a8pBDK0tcdvkVHD56Cf3hIbLeAIcKBuS4rrXGZRWbuhoTmtb5KPuEemMiJjcHmaiehvKoea8Xei2tXoLMclAFFhma84rzVfubcT4FYqeicdDM1PY21inId4HQhb6dh7z3SKkwxnatEkLbABkUM+9CErabyV3tTNzmf7UV54JHSKB17HQf90THPNFWdp5OK5rGxJ9NFyXUPoLMa2PYnqMsK0ajCZPJlHpa4lwTqvR5T+Pi90S5XlGEBpIXwEVJgEJI8lgfOYyyxxkZmpzFA5Vdh+hohYkxZyF01MZuiGaup4QLyYoenI21vGM3axljO20Xpx4sxrEpdhA1pWA46FNkOULrLtEMiB0MbZTkY5JNq9F0ScxiFsbUni4fjkd4Yr+IWdO+vdK6xxYf3ciGXAdr8LaEZoJoJkjfoCTBVat7ON3H6QFW9vDtqfPt2NvYUCeMkXMW0dRsbW9SVqHzuFIKb4O2Op1MKaclVVXGuOiKqqrCxAWdi10KGZrkxbApopepu8HinSDELKTKznWPb5Wf/TAY5hw+skLZzxnZDcy0ZlKFKjpTF3pr9JUklyLup6BwkLuwwCofBa7oyci1JtOaXpbhVai2ZRtHNanCeaobnDGU22Maa9msarzULK+EpnG6VWRtTdlU1Lah8QatBFoKlCJe/y6cF2/Ctd3WVGwtvs4Gl3P0/uRZxsrSEniHjrkx6mD6MJ1Daw3bnmxzRiu2qzElNU57RKFovGU8nVLWNdZ6yrJmc3Obs2c3uPfek0xGY4aDIUvDIf1egUZyeGWJ1aUhfQSZcbitikpVnLz7DCfWNzlxZpOTmyOmjcF6EHlohlgMCvr9nHrsMFWJpMYTwqFMVdGMR9Tb2zSTknJSMpqUbI6mVMYwrkoUgkYrJs5zumk429SMmprxPgS+g0aIsMholaFVn0KukKuMYd4nU8sM/KUMxYBBtkahCowb4NDURmKsZ9gbYCVo6fC2ZNxsU9UlW26TidjGVzAdlVRN8ExWxiJ1jjQWIetgPNAeqUHmYfqTKsTj5krHZEWHbcAazz5C5YMxKHbZnkwmTKdTer0eq6urPOABD0TrjPF4TF03aK3Z3AxFPU6fPoMxoYBHsO6G+ahpgiDTNDVbm5v0+70uTKAsS06fPo3WmpWVZZRaZXn5UAwz6Hfeh7Y/U5Zl9PsDsixnOBh2lQzzPKcoCvI8C48iC4Uw5ryxrbAS8kV0F67V/i1lbGbZlf++eJTws6TruRCmdo1qPdfd6+3a2H5GzkrZzj2N9SIahs71aMydOfAh9LSJ1XR0NOiIqKB4Fb3msQGek6HZnsKR+dD9W/lw7nMbGyFa2+17G87VelmkyhC5DjGlWYgN3yujaU3ZWBrryXSOVIrDh49Q9PosLR8m6/Upih5aZ/SHy6HHRjUNpTyNZ1I19MqK7UmJFIpBL8zRwjqEsUzrBicEJtb7aisOZR68tUyn26FxbjXFA9OtjKYsMI1FZTkqhkllMoaURWNsU1saY5mWNVvbY8qqwXlJXuTkw4LM1hR2So7B2iqE58Qqf63x0u63M7gMAmsr+Ba55vCRw+SFZm1lmUGvx/LqYXr9JVRehPPmQx6Zl23J+2jYix4NpXOkzMJaE9sMyOhBkzGMR+WhJLTOstgsOOTQeO9iafx4wS/cD/fvyZh//nzejIMyJO+MFGgLOgsWtx8UgzBv9PuuCyvXWqK1CnmkNuQ317HD/azf23x4/+zY2lyyoIiI7uf88bdFaZwLhpDWeB8S+B3GhoIwjWvwhHtQak2WFyF1gCC3SN9OPsHyIZzAX2DExcWZmqWg1x8AhC7BzmFrhZ2zZLcJTjIK0+0FHDo1h8XBOouz8Xcbagt7L3BeLez4bNCihVy11UCCNidjMO3q8hIgZrXafUisCg2qQg3jVs63cydHtDN6/IbW4+FpG/d5lFCz1y9qsBaZVZ1qcz6iZwNPqLkBztS4Zgz1NqreROvQuM1lOSYbYrMlbLaCFyH2L4TqBEu69yHp2ppoebOhJvXps6fROmMyHSGlQvpgidra2qIsS8bjKdPJhPF4QlVNUTI0EWwr9kil0TI0XUSEiiTWzxTIeFnEZHa9IycjJB/uN0djZbXP0jCjnFbcWVaMhGOrLJnUTajC6aGn9VwlG0nPC3IvyBxoH+IohQqdXXOtyPKcQa+gETB1oVniaFrhrYVpja1rRpsbwYUoQecFVwN9rdDRcjFpKkb1hIktqV3FUlagMoVSoJQHEZQMawXW0IU4tMGZwRoVqiXpXDPo5ajDa1jTUEVLz3w32wNDhOvROsfZrbPYasL6dJOJLzGZQw40tTdsjbYpG4OxntF4St1Yjh8/wR13fI5MK1YPHWJ1e4vlwYBCaS4/epjLVg+xJARFbTGnxxhnueNT93DXmXU+e/cp7jpzlnHd4IVE93OK5T795T7D5R72tKUqJyjVgDKY6TZma5NqNKHaGlFNayajks3xlNPrW1TGMqkqpFb0BwXbznJ3OWW9rtkoKyYHFLe8b6JpWSpFnvUp9BJ9dZR+1mOtd4hMrzD01zJgwIo+TF8o6hCGz6R21AYODQ9R9HPG1Tp1M2WjPMl2NWLTn2IqN9iejtClxjaxMI0AqXsobVG6igqGR2YeUYSQIKklWimKvADj0TokgtdVvS9PmnOOug4FLTY3NynLkuFwyLFjx7jhhhu48sorOXv2LOPxmKqsOHXyFJ+b3klVVVFBMd3a0Oa2dSEJ3rG0tEzT1IxGI8bjMZ///OdZXl7mK7/yK1lbW+OrvuoGlpeXWV0NHozl5dAIttfrhUZq/T5aZxR50VXMaa2AoT9FbFJ2P8zn9LWCQFfhcI8o4WIhJIGLm2nX9lgXE1SU25UAP0va7gQxIeaMaTCvTJxvz3w0WHkbFIGQ7yHIQsvXkLjtwVuN944m7opTGoSMzhRPho0GxejBtx5rooFl7jwiwAkf/SUhCsErva9qZ2fHE8aVxXpYGQzo93pcc8XVrKwcwsteyLvLMlCS5UOQ94ZsnT3NuNlgahyjaYNUJVKOAMlwuEQjPIYgKFd1FSy70ZAmvEcKQV/rIKU0Nd5ZTFUFZbtukFqj+9uhcl60QheZQitBXvTIsozahFy90faUs2e3GFcW5yWD3jKrR44imwpVbiPqEWYUKk8qFe4NY8yCcW+vhHzbEKBUFArvcy6/6nKa5ghrh9bo9Xr0+8tkWQFCQ6xmNHOHzUKbZFeBzVP0ffS8tOE5olM0Id43zCz2bdMO24beE74iNHM89568Py/FF6ra1I5vYT7MvlWoQlhiNHpHT6gQInpYFU1jaJpgbMkyHdIJTDCoNCaU5hdC0jZabo9FytabGI0JQnYejvaYWyNvOycppULU0FyEkI/XcmMslim2NjghEUqjspy8F0IDvQgejyC7EuchwMrz+JfO5eKSwa2bTawAAnSmkCJDeoEUwdojhcT72OgN3wmp0Mbrt1NjiPIPc1Aoz+dFe/G1saNzF0rrvvZBgGisidZ0FSeqENLiXEisCtWw8uDNcCYoIjZuO1p+Qv+FYHWfZWVES4aYXetBgN67hbRVLojjhg9KEtGCJb3HmhJbjcBWSCwIjVcKrwp81g85GfHmbkOwnHPd/ocLaz7Wz1M3FcY2IUkNEcKqrGM0GlPXNdPphLKswsXdNJDNvElhwgh5L23Tw7ZvxryS1v46Hx7m4iLs/Oya2SvCttVV6LZNtL4Y43AOKmMx1iOdRxqB8YIMgfagfSghLJxAuWB5084z9h4LlHist0xtaC7kyxpnDJUNipITEikUPjaDajX8sKDaTnGYt3QWRYGWMsTSGoupibX2Q3NBqVplLXqK5ryvQkpUpsPlYg5OWG4nhVbNhaA0Nt6CFuhCc1guc2jQ58SRSzhz5BLOTKacHI3D+6IQaGzNcLDMZZccpfYNV19xGYUQXHF0laODPrJqsJRsak1pDPec2eKe9S0mtaFxId5TimDF0ZlGaYHQhLwgHxLSbT3zZJSjknI0ZTSpOLs9YVxWTOom3ONaYwWs1zXbzrJZ12w1NaVpqPa5+B4UYXIXLA+HXHnlVaxescwVlx4jW8so+n20HNKvl+iJPkr1EFIRM39AOqQS9FUf6WFUnqE2FZWdUJoRNRUNBts4pIthlE527voga8a5DmhrnPoYUuUhxOWr6IZ3gkGvh8FTsrccl3Yx894zGAzQWnPJJUdZGi4hhGQ0GrG1vdV5VJu6oayqUFbb2W6dCWGsc1Y0wprhvaVpGiaTCUoplpeXGQ6HPOhBD2J5eZlrr30g/X6f4XCI1rpTMEIuhiTLcqQMVapkHCcpZMxxoI2AWMxdOI81tLUyzjct3Q/9TFN0variuZv7LmgTSf1sLuy8HGFebj3SYV2drddtSNU83dDGpA4vgqktluGP1clojZgh6SMqDV6AEDaE5XXjFldQKXAoPLEvuIufDUdAG0EYJjwd1hyp2E+SRphHbZhfYkKrjt2qjQ8J3lVdh5yMqsYYi4ldmrvfG0NVN0zLiu3RmFwKvJZzYUoO7wzzURJlQ/i9jqFiJsglznuk0qERrM7QPg8N/qQDFDQNxnmqxlIbx6QsmZYlZe2oKovMKibTEu0aCmvRQJHnKGHJle28a957vNyf91ZphZLBKzEYDOO9Eor6DPpDsiwnywqUysK+z9vtZ6IAEHNNY35nCMdqw3vE7CetcXexYIHoFsE2gmQuN8PvKPLTXpvnUUD+aZSMnV9MuA/wu3o0Whmh3Ufn3JzC0Fa7kyipowxnu9e6r+iMlJ6mIZbgXpyDukqpxna5zruNx7xxpFVI8pizlmcFxljqOhR2Kk0TDNiVwVtPY1ycFO6fi+yjUaHzbDbxQSg1m6vQ8pzQXE+IkAfhorCODFUnkALpJV4KZCw962SY0UMHT9ndoLvtftvTwsZBK6cN1rpwUqQk6/WRme5izvJM0y8yROwii3dYG9yOi46t2MBPBH+usw7vmjgJ2+6E2X3EfM9XnOpuJKFwIjaKw1GVW5jRGWgmKAxC9XB6gMuX8b1DoQO4UOHkxpJorSBvoxlTShl8MjK4ViflCO9iXot1lOMp1liaJuRabG1uUMaEy7quECJHZppM6tDpMnozOle8UiidhVFzrbActeNoXWmVDBPzOWyzP4FPWhvqT1sfKgxZixKhdF7V+Nj/w+O9QEgTLQphKlSEiS8kdgblSWkBQiDHMbjJB9+SjY2TXGNiV3YXXd2h8aRXEqTAeRM8dM501jsfK2kURUgyXR4OKbLgSnZNQ20bsqxA5jHUINOdxVF0Fki6hM5M9MKi1nyBYqeI5wxL5R0y1xSDHlcWa6xmBXp9m6XNMZ86c5q/5V42yymnxiOauqJupgyGR3jowx7MytqQu4/fQeYd160eYugFaruk2q64ZysI/X9/5wnu2tpko6yobLj+lZDkWajmojKF0CClQ2GgnGDLbcqzZ5mcOc10bJhs15yaTLlrc0RjQq+XXpZxaDBg2xo+X26zZQzHq4pt07Bd19RfIoqGjIL3pUeP8qhHPIKVK5Y59pWX4gYwPeQQrkfuDlNQkOehAVzlaiyhYpTCsVKs0Pice89+jrKaMKrX2W42mKgRjagwlcVVjlwVZCojlzlS5LHaj4wJpAR3txGdgGlwWBkaAWZFRq4kPV9gc89ZNvd0vG2IQCvce+9ZXV3DWs91110XvIRNHUOk6i7Mql085x+CnSEOwahibSgFLaWk1+vR6/W4/PLLu9yO4P2WcX9m+wUz+WQ3/Nx/rbKxW6Wac5uSHgyH+j3y2GGc6F3JVChbm+cZSioaEyrNmJjw6V0I/xVSI2UIh2hDIhoTK8S4VgIScwcaDQ6tQCdARku5NU1IOGexQZyXMX68DacQwVjYleVsTXVCxigGwrpK+EgQwkKHVadaQXXWkV7KvQuHQikQ4Z6XSgevVa9Hb9BnUjms8aH4SVnSFsKv6qZ71E1DVSmmWsWEZcegyHGDfgiF9WG+h5qumIOzoY+Ls9iqAefRMb9F1hlSSnJXo7Ic/BCd5TTkWK+pTCiWMykrplXD+uYmW6MRo9ozql3oVSI1PeFAmlCxcNhHC0+hgiG3NTSqfSaD51mGzjKUV+T5WvQkHo73YYz08NGD4SVd/VVmhsbuPOwQisEH2e48r/udYXXE0CrCd3e67ryiMadk7Lz7/imVjIWvaW+xHUYKmCkR7e+tx8d7tzAeUkiUVGRZjnUOIcxCXmyX5xuVjdb4HRLO28RzGY27PngkvO+qp+4cFylCfoiKObhSyJiPq8lj6FRVG+qmYWs6wdSGcnuKqS1NWXWK0P1xkX00bPQCtHqnR8e60HmuURIGvR55ppmMDY0JkyFVjdSqsx6FMq7RguE9SoZ2ae2cp8TcddT9B8FNLBAyWLFVrA1PG0LkTZjMXGthDvuppSDXGuuakITlXah6IdoLAIQK29M6D+5Ro0NN+fZEKUG1D2vLOTke4cujmd6EOulNiasnSG8RUoEu8PkAr3s4meOEbiP2EFHBMLYV7tsLNggRIgRChprshGPzjs5zUU7DAl/VFcY08YKfvyHCo60CI6OmTbQ8Ba+C61zurQUy5B7MFKDWq7EfbN3Q3sFKyZg8Fap2KuFxBA9WyN2Zec98NKR1HjMfrYRuzhpJm8I98wr5qDDhQsk53VUt890iK/zMIyZFKFeYaRX7vGT0egW93NHLwsITcjdCc0TnfHANtxe2aGNcBUKEbshRQ99XGMZ5ad2RIuSSNtZx8sw6d9x1N+O8x1ZWMN0as6xyrhiuYC4RbJQTVod9ji0PwIQmkma6Te4M16ytklnHsaKgMJ5cVDjrWJ9MOVuVnB6NOTseUzch3JLomeoEIWvDPWsdWE9dNpjRlMmkYlw2TKY129OazUnJ5mSCEoIsk6hMIrTEAiPn2HKWkWmYmGCB2U856oMmhHqGUHRBKOFrTeyIaz2yqRB4Rki0lBRa45VE6HCFjqbbTJsR29MtRtWIylShtKEIQp1EIBTRKiziOXYE20m4EWztQ8l3F8NgdLCCWRuUkUL1kWik6mH30Va9XUhnccUAIvTz0QrnPLnJg7AclYyZNxTCAjwT9MWcMOHj4tx2FQ5VorKYe9HvFJz5++ZC9ID7817Mx0jvZjk8KGUj0yr0zpkXPhDxETwvOvZxEF7ghO88A0WvT9EbxAa6ksY0lFUd81xC8n1IWZyFfM28zUHRCFEVjqaWIdGzFQLbd0Vjn3AW5X1QKKInRUjZeVq8F/hoaQ3PgW+ViFiBxbf5L61CSPjMXol2oNCg1dSUlWBjcx3rLI3TwaNRTTFNTVSDyLViZanPsJeTa4GW4fNEZasWnkncppLBIKhkE6z1voljFBOhscGA2Fn752pH+5CP5/EY7xHGhI73XlJGRce2URQ+3BeiqhCTEUgoMo9WHiMdQjosUdGI69J+e1V1pte47sxkgDYMp43Hn1c0Otl6QdHYjZ33xzmKemu0hDnpfWbERMSWwa2wLOaExPnjmBOmL1TZOCilRLTT7nlfb+eNcI0orUIRhShrWWtpfOg7pz1I74JxdM4AM69wBKNLUM7CHBoNDmLW12xeMemOM7qT2n0RgFKCPNMxJMuF/CPCaQ6h8T52sLd462ISuGd3l8C5XFzoVNOgCCXKJEHAyoRCCcnhQ8v0ilDiVkpJNS2pKxNdgcETkuUZvV6fwWAQ3ENCh1KLOJzwIVjAd5dutMIQE7LjgunBe4kXHpF5rJrFKeJC7X/hQlUN4UJ4Ta4Eoshx1tAQcjZcjBlUKlQg6hUZvaJgZWU5XjChU+jm5nasUiWo8r1Pgm0yuI8nx7eTqvCIug7CW7mJHZ9FYkIN5t4yDI7iiiWMGmARIYnWBw+MtQ11VYUbtGsytfiQAvAeGxsXVvWU6WTK5uZ26Jzeabptx3cVwqUQnffIxUTyzhOgNDhHyA900YIWhEbmFI9WiLjQWsvno5yUwTJqHXmm6fVyinIa3HcylFNxzsVEeBVc6AAihAbNLCG+CysAws3S3vxidoO2lRQEHukEWodSfMFlbsGHxDYtg1cl1xLhJb1eznDYY2V5yOrKMr3M0dMhhC/0JNEIkYXEq7qCeCVIKcnyAmFCc7K2gSRCBM/HgRMVLQS18Xhv+PtP3872+haXqpwjSrMmc47KHpceXeGrr8o5W4+5e7qOGmRQrdOMMkanPk/Peh5z9dVkjWVlWuGrhrGwbNuGO9Y3OD4Z8+lTpzk52mZcVl3SopCCsgqhAaauoGnwtcXVjtHGlNHpTcbbI8bbJZvbJeubE06PR9yzucGhpT5XrayG0JeeoC7hXmfYaGruLadUxlJG4fVLge504pHe4MyE6dTSeM+mrlF2iJ8MqH1OKbbJspwja5eiVIboeWg8x0/czfroNPes38N2tcnIblP5EusFiAwlNTJXYXFqLYPOIXzoDmsaR10HS7LQAlEEAwxOYhTkOmOlOEymcnS1hNUOuG2PxyvOUZDzPJt/B7stya2SsVf8nIBy7na7v87z6XnBZ5dXd4Qv7Xz+oOhnBTrLo/AY5isZk26Vl+F3kQWPtYjCQ5z7jxw9yuGjoczuYDCIOXhjyrJka2sbYxxlFSvqmSbOmbYbESnabsWeqo6FQVqFpA3Biondnfcpei5CA1C14LmfKR2xR4S1C/NtO9BdQJX3CLP38cwkZBqc8UwmI8pywmc/R0jyH6ygspCYbV1IxlZ4VgY9lo4MyQRkwpNnMlTQdAbTlNgaqlFopllkAq2gl4WoCCVMVDgMMpY4Jx6Rj94ZKR2C8L6mdvhGYYTCIWlcqNrYmJCn2pgapSXOW6pqQt3UTMopdaaQAw2ZoBQCKxxOmmBSjGNd7dOj0QqobQVL8LGcfZDHgmOi/SlnXob2eM8j9M8Q3X21670U4qLnPifmL5HgJQOE852y0W59/nvO5824r4Txfa0T3b6KOe/KuYaK+RClYOwEJXNcrjsFLvTCaBPy8ygrhtzbus4644pzLuQLOYeLndV926hYmIXvPO/xt+eCEHWRa4XoBw+GtSE009mQJ6KER3iLrUtMbTBNjTVu3ql1v1yUFNPGlrUXhBAidMvMJMvLy/R7Rfe9w+ES1jqyvKCoq+BoINT7HY8nQWOKsf6L8f5zE76KLshOcIzatfN4GTR55UJHRRct8q0wD6HqFD4kbOVZUCRCTGt4j9aKIsso8oxBv6DIc5aWBq0eT90YiiwLCesGyuneOw3vFiMXFUq8bfCmBNsEIVYrhMxA90LvDJmDVN2xB0vGTAlrrUmdt2j+O+LPPMvIdKi8IpBMJmWXy+IcoZ+Db5P3o+XAtErfzJrQWqPbhPuZthwvDWbVxFoPgdL7t8oHt6Ck18vwOOqmh9ah5IBSBoRFGrdg/RSidRm6hUlOxGNxbVjA3GDNt3sUIhjblBQxDjLEh+MdHoFWkjzT2F5Olin6vZyiCCFnMiaUBithSDj1PpSnpLPyRtuGn+2blDJ4WGwIhRP7qMJyPsIZbZX24EhYn0xQ6+uUUrEhFEeygi3dY2k4YEUtkUm4fDhE9TSZLli1kG2NyZAUTqJ8sOM1HradZd3UnJhsc+9kTI3DK0G/V1DE+08rTYZHNDXNaMR0Y5NqMqWpGsbTUFVqezRhezRhczzlzHTMpKnDeMbr3Ag4W5esNxXbTc3YGGpraNys4MKXAt6H+38ynXLvqVMMVY4dDbAOyoFDO+i7OgpsGilEqLQnoXI1UzNhq1xnc3qGidmidOOYwwFKFwglyYQOZWqbGm+asPQ5CC3cgtcnKMgydkcWKBnGMpMaTYE0Gl9LJmcrzGR/uUHnF8B3F9jDc7PX98KFCQy7KzkHtQ9hG/v4vAihk7RWRD8TGrwXMWdw1nvJe0I4nCTGU9dopTF5UARULO9aFAVaOaQIzcNUE5u3RiNdCIMNRkREKJohhegsohIZ1k0hggLbvtYlBKuoRMwJe2Lm3XDe4+LYzisaQbdsFSof8iz3SL/IyMoGK0PolJSKTAZDqG2auI5brPP0s1BRrJ9LVgYF0pkQ/u0amroJiek+iyXbBXiBic6JEI7rg2Lhfad8za6r1hMQqmla0+C9xUmHR84UDesxzgfvq/V4Z0JUhYRMehAW4Ro0wVggAO+ComG9jbELcU3et1FlR8RFXAnDtdatqHMvx/vYx2yEuZd2zwXY5Rv9rIWAiG+aPScWPtdJIiIYuHd6Lnb7/X6P+CLee95tzP0vYhTFTGKajVgnlfjwuxSSLhgnVnBrm+kFpTzcP0KG89KVt5UqeCBaY7CcKfXtMc0f35wruJNr5mnTq6Qg5JTG53znLQlzi5YSJUP1aRGvdY/DiQu77i5K0VgeLoH3mKYhUyFJ+JKjRzm0POTI4UP0ewVVGUJxiqLH0aMVdSxXuL65wcbmBlvb22xunO4SjfM8lBsMSbTFbACEIMuyzsouEF0cTNeDI2sTYkJvj8aZ6H70XRM/Zz2D4RL9/oBer8eKNbFOu2Y46LO6vMyg32P10HIXlhNOkqNpDFvbE0xjKac1o/H4YoZrgVAVala6EBHcsV466mobO97AmynSN4jsEKI3wPdXobcKKgOVhfK33uBdCJ1CzOomax3yVNokzNa1JkUIJTi0vBIWDKGYjEO3yNF4RBk7SEqZhYRIAD9LIsqyvFMwnQvhc87Oh0WFhGlPuBnaygnWhW7GAL1+f8/jFhBkmUZrWDuywlLTMFgK9erPnt1mWtaMRhVV1cYyxpAu72maEDYQFCiJkAopdahlbQ3Bq9CGAgbFRfhwnrSUKCXJc0WeKfAGZxqcbZBS0e9lKNln2A/WhyOHlxkO+gz6YV+VCgpKluX0ej2MgcZAKHnbKi4uxjmHcIdMZyGkzVUQa7UfNII2lU+EiCXvueP0ae48e4bMWbT3rBYFq3nBgw4f5iGXXsJVq4d45KVH6WnNsMiQViPvPE2uC5b6KzhgamHiHHeYCSeqbT586k7OTCdMtUMvFaxmPTIhETFUZ9l7ssmY0d13cwpJeeoMzfaIE6c3OX7iDOsb62xsrnO2mnK6HDPUGatFQa/Q9Iqc03XJP2ytc6qq+fxkwtQYRnUVvFj7FBYPEus8zjhOnDzNdDph9do+166uodY0aphTiEMU7hIysYTUSzidYTKNEXCmXmd7epY7Nz7F6a3jbLsNGl9jpMZJyfJglaIY0tMZmVRMttYpR9soHxoxKq/IRIYleOOUzCiKATIXaA2Z1ixlfQqXI0Z96k3DPZ84RT36QpUGbhfE+NceFvr7FuQvxMy2qGwcsFNiXwihYsJtq2BAW6HdWYmz0fvKTNjyQXphtD3BWMNwuERdN3PJnTlyKYRCOWMw1lKVZcxtq3Full/XVkUs8rxbRxYEubgzNq4PXS5G9wiEuPvFsI1WEWxDVpl/b0Ttwzhw6dqArTKEIPb6S+gsZ3lpBa0166NtpnUVSyV7eoeGFIMeR5dyrrpkiWo69QZmaQABAABJREFUoppUjMdTtkZjdJ5TFAMyrehnWTCUNj4IW3UofKNjCX/VdoNuFcIotFvbIJwIioYAjwpVG9E4oahsaBJoncN6hxehImJfe5a0C1WHMAzIGUpJhojN0xxChPtTRG9CvY9CNdAaQtu/WkVpTsG4DwV8p+q+M9TwvvBRmG03cj6PoYAocC9eY/PX1oXMJTvDqvarbMQOMSHCJu6nimurbJXwNszMBS9k0OWDwVEhaJzBNQZTN1RlFRTixiCVQOehEE+INAmtBqyQeB0rWYkQxu6jgmKNCQbeNhqoVepnA9AZi9uBDeHfEq3AidCA2XtAiyDHSQnOUigF0lERrk3nDY4vRMM+6MrWxQqKoXOrloxGKiSK1jXWhFJwpjGdMFwUIUmvqupOIA2NmBqMsXFS1N3gtLG3QoiQYI6YC53ynYbWxq0558IJi25a7z3OBGs9xKoKQlOIgqJX0O8XDPs9VpaX6Bc5w2GIbVWyLW/rUEqHrrzGIoXel4ttVtZ2/qb0IQSpqTD1NFjepUTo6M2QOU4oPHLhM+1xC2aNW2aVoOZpKxiE5CIBDAfBo7G0tNS9qzHN7LPRYzJvIemsTn4Wb9tapkR8DQjNF6N1SkhJURRR+dlf+I9UXVdFlASvBUWhUQoGwyIkfqLIc9t1vmwnkLoW1Hp2YwuhESJYjV1bpjCaStq4cheMevSKDK0Vy0sDijynyDOyTIbEQBHCuKQAF7upD/oFg0FOnreJ9LEj84Lw48N+SAkxLC1YvMPkMB/21o7pwbPzagITtUXrLco5el5T4qmlx8rwvI3NOq11GBqsaKi0wVqFF1CJhnFjmHhLFReaTCmO5EOElKz1hmRKk7nQ3PHYoM+aVjAdMz17hq2zZ5hsjTi1tRFDrSaMTYXxJlrfw6TYeM9m07BpGjaMYdtaKmNorGVhtNoa7F8CeA/GOsqqpmoUxoUJOnggHQ4bqj/JcJAmlqvenm6xNdlg3GxTmjGNqLEYpMpRqmDYX2Y4PIRwJoZKgTOhqZdsrQYy5L2FNSfGkrcx197FNDFPM6moxoZqq6Qa/1M0OzzYk7M4/51Pe9j9O8XOckyLr+51ly6a1kCye+J68KSKmHfXKRntPWwNdS2QsoyeK4XWKhrbo+DvXFdUJYRtxgpAKs59oexjXEPBiXYuJXyPmK2/QojOo+Gi5bvzB3sXPbhhLQlLxkxJCltj4WfwVu7PGxR+iNgPpWA4CD1TGh+a1pZVRdPYYBW3FtPUoUNy0+BsuOecM1gjqUUFTqHjmuAlwSvjZ9XJpKArRyzb3JoYfmRdGGMXz5PzoSKWEQ6HonYO49v1IO6+hCKTLPV0J7T2MkU/az0dsbhJV6i47V2x/6iBnR6Nhd+7NX8mD8y/baG0zpyScX8ewu6e7bqA77YLotNzWs+GZ8cezp37+wqTuq+fe8EJjxW28wSEHYvXd7Qqi1YB9zE8UM7vezT2xTYP7foalAUR0n6EQMV5wXYVpMJnO/VGhL9Cwzq6eYEd57SdC9pWgCIqQh43uz9FbEkRG/EqHYz+w/6ATDYIQ+gaXlc05sKuu4uSAI0xncvUuCBc3XNPRa4lWbTeAjNhSQoOHTrE0vIyq6urHFpdDXWj65r19XXOnDnTKQqhe+GUtmJJZ6UXokvuy5XusuLD83pWglXEkn74WOYuliwUihV86Ag7HNAfDFheWeLQ6iHyTDMocpSUIc4+niwX61M75ymKAcY4pr0KrfduXTYmXEQi+qmEAJwB11CPNqg3z4RmR1kBxSF8fw2rh1iy2Y3duqy8x1kXEiAHwVvQlZXtEiqJi00WGhT1BiGERxWxTj6MxyNOnz1NWZVhonWWpg7VqfCd8jurxuTD7R1CigRKZiEBPOZi1KYJC4uALMtZO3w4nEut+fQ//OOexy4vcjyh/4qQDgUsLRVATq+XY42jqj3WBsW3aWKZWu+ZliXT6TRM5oTKZs4p6rphkslOIWk71uNDYpXWkpWlIb1ewbFjR8nyUJVDyJj3gWFluQDRi9WsZPRo9Bj2cnq5RlgDMQSq9RxYH0oQZ1lGeDk0HqyrJirYQYHSUmOdp5zsrcTo/RNNBa2LLU4yTsTSp0UGSz38sIcbFkys4dTJk2QOeg6MVJRZjlcZPt9AZopiWFB6yxljGAvP4cGAQ70eVxw+wqDocenhNfp5wZLWZEKQNwblPPrUCe49cYI77j3JvesbfO7sae7ZXKfwhtxZelpxbNjrPG4bpuLzG+usO8MddcOortmu64WeI/MhcF8aCKyDaWMYWotXFpEpdD9URvMmKBoyV6Ak43pKWU+5/cQ/srF1LydH9zCuz+KyUIr2UP8oveIQ11zxIA6vXcr66XsYbZ9hu66otrfQuY5drT0+C/NDqWKlPxsFxgq0yxFZjp0Yzt49pTrbsHnPOs30n6YHyYV4E+blgPt//5eQe2IPhCZsYZ6fhUzNErbD/2150FbJCMdc1466aRiPJ5w5c3auZGXol6KkIOtKHhONeApUMAggYqsLWKhSs/CIa4FVIQSplZCdi301upBZCW1BkGjhd3GeObdOUEAI2mz0vY1dXLOEkKwsrbA0XObyyy+n3+9zST2hNg3rG5tMJ1OayZimLtk4uw51iRIeLUIPGaylMdOQZ6okJsti/yWNlJDF6oWFDl2aiyyMbajIKaMS76nrUI2qTcRvXDB8GjROSCwCJwT9QY8iz+P8D/lSxmp/mUwKCi1RwpPLoFAIH8KvICiQrVHVnLdDyoUxL6CHgir3OdIXsc3zf2YxbIpztYfzbRO6zvbd+j3nRRFzz3ffvotyMd8DZ6/UuaVWFc5LtNWhqqoPBTlcFvJwJbJLQfEexEymBwFV45hWDdOqZlrXcUxCQ8OmCvOwFLEzXTRMtoYGF+OvvFCx/DQgfGxWHY/Lt/c70Us1b2hs55LokQzabTc/SA/KQ54XLPeXYsXAktLVnKg2KeuK45+6/3G6KEWjjflsf8f70GSp8ciu83WgFb6899QxdEUqxWQy6UKd2ouh1cZNDLWZf669aKSQocSpEDjlgmAYu022jVBs1wAvTH55VqC1pO0i2z5ctNq3ZSdVK2QSrD74WOI2ao1KhtrreZ5fzHCdM3bdjexjkpU1eFPjTYWzFUoJUDmoHK9yvNC0WuhsEoguORXiq0U0McxlJsTQsdZq5KOyEJKmgXguYp3xTKNdBoQSdN6BFRZrQ2JpuLhnoVLhRm7rYruu3GzrzZBCoLOMoujR7/dD7sc+F3/PrEcH0UqiYmWVPAMrfaj57UIvAGN0LFHsUEqQxVyOoEQIjAl9DVqlrb3eQh5FmIC0UiwtDej1CpaXhmR5hlRhO401sUa6CtdhLIBQ5Bl5ptE6LESta6Sb1HxUwJVEeRUregVBP4xtW/KOrgu72Wdp4PONZ7i0O7sH3ZQfn5Axll/rnDzv4WrDdlOBsVA11FIyURkojSgMWZ6zosDgsYTckkFe4J1jIDV9ISm8oPDQQ5AJEZKWraUua6rGMBpvMxpvUzVlsP4JkDpaZpXCApWHsXOsm5pNa5kYS2WClcctLBhfOt6MljbuNQhk7X0tuqaWRliMqWPRPENZTZhOx0zLSZi3opIqpaSX9RgUA3KZob0G67GNRSHp6ZxcSLSXnZlNC4Fqb0NnQ3VSC15avLV4IzCVx9QmJBjuo3/LzkTE85+I+5oXWoFgd+Xi/vMgvsRO/oXS2pNoZa+ZN2HeB9AKGjNFQ8w9145bqNFvrcQpF6o7RiOXjJWiVAznbcNXWq9Eu0Z2ngzfeirmlfn2f7GgvMxUiWjy98GPJls3wJyFeif7yW+ZV45awSoU4tAU5EglGPb7KCEoraF2Bu+hrhsKLRFZG0XRGtmC51VLEcOiwvc478AJjAXpgnfDKdDWRS9iuLdb67NrmyoKGfNOQx8KpTRKKvK8R54XtMndbT8ULQWZJCauzwxDwoNDBm95tKAfTFGCmRDahTPdBzsF9N1zM2a5HnDuJjtlI76lfX1+W0HEEd3eLSgoO2jlxp0K8vnCufYbOqWzDCOCJ8yLEHzdVomL5gLavfd+/m6N++9DKFysx9/JaO29bP0sBxnmcjFaRxDtWh7nCuljBS9iz5sd75szwHUj2ipm7Sut50i03xOcBlIFRYrCgZcM+w2qujDDwMXFtIhQwQEful46axiNt7BNRVNNQzm4WBddqVDO1kZ3rYxlB9sTa4zpmpsNh0PG43GwREehTylFr9cLbkKlgkYYE789rivVOp88ZL2NpWmDMrG2doTlJU1V1aELbV2xPRrRNDXgYthUqE3eTS4+9JwYjUJn5ra503DYn7MsXTxtt9tQbUsgnMCMRrhqGzPdwNabiOVDyF4fW6wgsmUgi66w0GFVIpEqR2gRE43by3V2IysZxtjS1k821Hi2tkfI1mJvDJWpaVyDyjIKIcjzPISfZQ3WmBCKpSRVXVHX4TlrbUjiF7OLy7rQvt7FDr55v8fRSy6h6PVYWzuMkJJyOt3zuAE01uJtjbUGrYLrWCsVQ92CZUeqHCl0d8OYxkSvlOv2zVlPWTWMx1UoMdspk75r5NVeB1oploZ9iiLnkqNH0LHvhfeecTmN3pW4WEdFYzjshWRwIeL6GhRK6zy+MQidofMc6Ww4F0Jg4jXfNKHDe+sVVCrH2IbJPgoQnB/fFl4Mk6wISpFAIF2oWlSgWc56rA4OcWT1GJOtTT67NWF9tMVdZ05ROseG92idsTQ4xEqvz1dUl5HnGcXygCLTXLlyBIwhmxrUZEpZG6xWyKIIFlRjwDom0wl1XXPi7EnObmzgBaz0MvqZopdpMi/InWDTGk6ahnXruLs2TK1jqw4ltI2bTaVfskQ7hjNgKoWcanSZ4Z1iPKrQSFxzCoSksjVlPWH97AlG03WcdSiRUaicLMs5tnyM1aVL6DUZZr2kPDNhsjFiSfRYW7s8VLKrKrwI1XC8c1QorAs5bSHGLFpYZY2fCOqxo5mEeGF/gI0iD5Z/3h6L+0d0l7FrhfxZAW5aQ0SrSIf8jNjEFcmsVGyIu7cmhMpV1J3HXkQpPDjXg/A66/Hb+kfmX58pEJ3I0t5qMphAJW0UQ9uXL8wwzoWYb+nnrdvRWiplK1HNLLT7CJ0aT0tqYzEW6qamriuIFaYKrciUYHDkMHjY7PWYjLax1ZRpWZIvDSmKAauHcob9XszXVKGZ5GQS8ubKaWe0dDGHE0BVwXBXW7rmjwDOhAj+trdBP+shlKbxEuclvcEyWdGnyAvyLMfUU2xVgmsQrkY4i7ChlG7bBiUkHM+UQtpLwe/Po9HJUZ7OkNj2oZkZv6Lx0s9HT9z/nHs+5WL+91bo3u09EBPAmVeFdnx+ToHoQqDduV659lgPisOH19hYP0VjavJ8gBaaocvIvOzumbZLeFvMaGYSjvuTxb5geJSZVex0fq6crbXd+Q+HHLxO7f0iOhuhC8qGjIb/eLs6Z0PYO63iFfagnQt87D7e7WO85xGxOqpUyDwHKckyhZZwZbZywdXOLkjRaE9MWU7RMeu9qWqcNUwnE0xTUZdjTGOo6wpjTNczw9iQfNYqHm1TEBc7bUoR8jWssV2ZWhnrcTcqJrS1Li6z2CUx9H+Y7aeJ/Q4aEyzsg35JnuVMp5PQlVlrpFYoLclyjfCOIlNkWlFnoeqSc5aqatja2gIEeV4gpaIoDNPpZGE8LmbsqrLsqmwpZcIYTie4ahriRusa01iUdiFjWJqoYcquMV84+NlkNquwtFiirR1bIFZNUgh0542yxlKWVeiSGgXydvKw1oZYQRcaPoXOqU1I/rOhjrgUsyYzJiZ/B2ttDOEKuxSS32MY2sWO2/z7x9Mab0ucdWgV3cs2XF+td1ApFb0UrbIYroNWe7c2WOmM8RgbFY+5UBscsSxo2Ib14XqS1lMbi4uuaecddR2KDrRlJVX0Rkglsd5Fe5XHm9AXItywEpVZpJpV5Kqrmsm0XnDjznI0oKobxtP6osduN5fxru/b8ZtofbsAsQKGdY7GOkpj2W4aNpuG9apm6ixb3qGMxcoCj2CrLOnh8E0WRjFUD6BuDNI5kI5GSZTzZEqCCQLwuKqo64pxUzMxDUZJnJIY6FLNPJ7Se6bOMbWWqXOUNuzbbMGb2WzONx4XM3YHhg8ahvdtQq6nKS2itOhxiAkX4yp4gswEhKAyJWUzpZmUNGWNt3Gx1HFFqYHaY+sGj6AZ15hJg5Nx0W081DGcVHhcAzSEkqjCg5yFYBphoRTY2mHjOWmHYS9jF+bOhVf2M3g7/hY7fsa/xOze39t274uLE37b49/L2NV1vfB94Vp2Uclw3bW9uO02VyImn85/vhOwZo/Wm9CuH6L7124tbkG0lvzZnAQ7RiM0byGqMGEdAWJDq65E7k7LsWBmfSYa+DzQ1Huf75o4XzlP7NFjgsLRNBgMIegolMFo1yvjHMY4GmtprCV3sYk5s1ASG70T7VzT9tbysZmvIEZVKINSssufCDmAHoVAOo+WLvT48KH3k3ah4qBxHmEsJnYox1qEtyH01oVy6m3j4PkT1J1R76mafa6x4/GcJ20xT3Dhe2mvKXeOonG+7z5f/tOiknH+u6y1v/sd+7Ob4tD+3la8JF53Yb1fVJDan5PJ3uW6pq4op1PKssLYEPIsXEbeKhrn8TbNj0kbrVHWJXUsK22siUptzMlwc7Jv+5htrfvNtutEjMxp9zXkHi2er8VE8ZkSMns9/ickaB2iJFW0ZXhCmOOFKm/+ArjrrrsWZ6r/zR933XXXhQxbGrt9jFsau72PXRq3NHZp7L74jzR2aey+lMctjd3exy6N28WNnfD+/tU45xz33HMPy8vLBxQL+M8T7z3b29tcccUVF1zlIY3d3sYN0thBuub2Qxq7vZPGbu+ksds7aez2Rlpj90665vbOhY7dBSkaiUQikUgkEolEInEx7L/4ciKRSCQSiUQikUjsICkaiUQikUgkEolE4sD5slQ0mqb5Yu9CIpFIJP4Z4WPZ9cT9k9bYud5OiUTiPvmyUDTe+MY38s3f/M1cc801DAYDnvGMZ3yxdymRSCQSX8KMx2Ne/vKX86hHPYrLLruMoij4jd/4jS/2bn1JktZYOHXqFC9+8Yt5xCMewaWXXkpRFPzxH//xF3u3EokveS6uYd+XIM997nP5wz/8Q26++WYe9ahHobXm0ksv/WLvViKRSCS+RCnLksc+9rEcOnSIn/mZn+ErvuIrkFJyzTXXfLF37UuOtMbCyZMn+Zqv+Roe9ahH8Z/+03/iqquuQkrJAx7wgC/2riUSX/L8s6469f73v5/v/M7v5GMf+xiXX375F3t3EolEIvHPgFe84hX86Z/+KX/yJ3+C1v/s7W1fMNIaG/iBH/gBqqriP//n//zF3pVE4p8dew6deuITn8gLXvCC7u/f+I3fYHV1lb/+678G4H3vex9f+7VfS1EUXH755fzf//f/vRD/+sQnPpHnP//5PP/5z+fQoUMcPXqUn/7pn17oMPjWt76VRz3qUSwvL3PZZZfxfd/3fZw8ebJ7/d3vfjc33HADz372s1ldXeXw4cPcdNNNbG5uLuzrn//5ny90aRRCsLq62r1+00038W3f9m17HYovCvsZ/5tuuumc8WgfN9100xfhaO6bJz7xiefs53d913fx5je/mdXVVd75znfy4Ac/mF6vx7d8y7dw1113AXDHHXcgpeQjH/nIwvZe/epXc+211+Kc43/9r//F9ddfz2Aw4NChQ3zLt3wLn/70p7v3rq+v88xnPpO1tTUGgwHf+q3fuvD6m9/85m6flFJcccUVvOQlL+lid9trb2Njo/vMM57xDIQQvPOd7+z2UwjBrbfeCkBVVTz5yU/myU9+MlVVHcgYzu9n+/jqr/5qAEajETfddBPHjh1beL3dn90+K4RgNBrx7/7dv+OpT33qwnc1TcOll17KG97wBuDca/Wd73znObXHH/CAB/DqV7+6+3t+fLz3PPOZz+QRj3gE6+vrAHzmM5/haU97GseOHWNpaYlHP/rRvOc97zmQsdpJGrvAH/7hH/K4xz2O1dVVjhw5wlOf+lQ+85nPALNruH0cPnyY7/iO7+DMmTPdPp5vznnzm98MwJ133snTnvY0lpaWWFlZ4bu/+7u59957u+9/+ctfjhCCf//v//3Cfr3whS9ECMHLX/7y7rn729a73/1uHvCAB/CYxzyGwWDA1Vdfzc0337yw/uwc1/e+970IIc5ZK+7r+oBzz+GFktbYg8U5xytf+Uquu+46iqLgmmuu4eabbwbgE5/4BN/8zd9Mv9/nyJEj/OAP/iCj0aj77Lvf/W7W1tb4qq/6Knq9Htdddx2//uu/vrD9X/iFX+CGG25gOBxy9dVX87znPW9hG+161fK5z32Oq6++mpe+9KXdc/d3PhJfWiTZ5MI4kByN3/md3+GFL3wh73rXu/iX//Jfcvfdd/OUpzyFRz/60XzsYx/jV3/1V3nDG97Az/zMzyx87jd/8zfRWvOhD32I17zmNfzCL/zCQoxs0zS84hWv4GMf+xjvfOc7ueOOOxYE4VOnTvGnf/qn9Ho93v/+9/POd76TD3zgA/y7f/fvFr6nnVg/+clPcvz48YXF48uBix3/17zmNRw/fpzjx4/z3d/93Xz3d3939/drXvOaL/LR7M5znvOcbh+PHz/eXSeTyYSbb76Zt7zlLdxyyy1sbGzwb/7NvwGCoPDkJz+ZN73pTQvbetOb3sRNN92ElJIrr7yS1772tfzd3/0df/EXf4GUkuc+97nde2+66SY+8pGP8K53vYu/+qu/wnvPU57ylIVkyJWVFY4fP86dd97JL/7iL/LKV76SP/qjP9r1OD760Y/yrne967zHaa3l3/ybf8NoNOKd73wnRVHseczm8d53+3n8+HFe9KIXda/97M/+LH/8x3/M7/zO73D8+HE+9KEPnfP5+c+2j+FwyLOf/Wz+8A//kOPHj3fvffe7381kMuF7vud7DmTf//2///f85V/+JX/8x3/M2toaEAT8pzzlKbz3ve/lb/7mb/hX/+pfceONN3LnnXceyHfOk8YuMB6P+bEf+zE+8pGP8N73vhcpJd/+7d++kBD7nve8h+PHj/P7v//7fOhDH+KVr3wlAB/+8Ie7Y7/qqqt49atf3f39Pd/zPTjneNrTnsbZs2d53/vex5/8yZ9w++23nzMOx44d4+1vfztlWQIhBOq3fuu3OHbsWPeeC9nWqVOnePOb38yNN97Irbfeys///M/z8z//87z2ta/d9didc7zoRS9iaWnpnNfu6/o4KNIau3/+n//n/+Hnfu7n+Omf/mn+/u//nre97W0cO3aM8XjMt3zLt7C2tsaHP/xh/ut//a+85z3v4fnPf3732VOnTvG6172O5z3veXz84x/nBS94Ac973vP4H//jf3TvkVLyn/7Tf+Lv/u7v+M3f/E3+9E//lJ/4iZ/YdV9OnDjBk5/8ZJ72tKctnLP7Ox9fbHYTrFvFujUE7PZ44hOfCJyrcJ45c4a1tbUFBezlL3/5gqIOuwvFL3nJS/jKr/xKBoMBD3rQg/jpn/7pL0qRgiSbXAAX3HN9B094whP8j/7oj/o/+IM/8IPBwP/+7/9+99pP/uRP+oc85CHeOdc998u//Mt+aWnJW2u7z19//fUL73nJS17ir7/++vN+54c//GEP+O3tbe+998961rP82tqaH41G3Xve//73e8B/+tOf7p77oz/6Iw9073vTm97kDx061L3+rGc9yz/taU/b20B8kdjv+Lc861nP8s961rP+qXZ7T7THupM3velNHvAf+MAHuuduu+02D/gPfvCD3nvvf/u3f9uvra35siy9995/9KMf9UII/9nPfvac7U2nU//93//9/hu/8Ru9995/6lOf8oC/5ZZbuvecPn3a9/t9/zu/8zvdPsxfSx/84Ae9lLL7zJ/92Z95wK+vr3vvvf/Gb/xG/4pXvMID/vd+7/e8995/9rOf9YD/67/+a/+MZzzDf9VXfZU/c+bMnsbqfLzuda/zR48e7f5+2cte5h/5yEd6773/1m/9Vv+c5zyne63dn7/5m7/Z9Rh38rCHPcz//M//fPf3jTfe6G+66abu753n7/d+7/f8zqnn2muv9b/4i7/Y/d2Oz0/91E/5K6+8ctfztZOHP/zh/pd+6Zfu930XSxq73Tl16pQH/Cc+8Ylzjvv48eP+uuuu8zfffPM5n7v22mv9m970poXn/viP/9grpfydd97ZPfd3f/d3HvAf+tCHvPezcb/xxhv9W97yFu+9929961v9jTfe6B/5yEf6l73sZRe8rWuvvdb/H//H/7GwD694xSv8lVdeubCf7bi+8Y1v9A996EP905/+9HPWivu6Prw///x1f6Q19uDY2tryRVH4X//1Xz/ntde//vXnHOPv//7veymlP3HihPc+3FPz97n33v/AD/yAf+xjH3ve7/yv//W/+iNHjnR/t2Ny9uxZf8MNN/inP/3pC+dmN3aejy82T3jCE/xznvMcf/z48e7xohe9yD/ykY/029vbC8895jGP6f5u17Od18GP/MiP+KWlpYVrZef94/2566j34X695ZZb/Gc/+1n/rne9yx87dmxhLv2nIMkmF8a+PBof+tCH+M7v/E6GwyFf93Vf1z1/22238ZjHPGbBxf/Yxz6W0WjE5z//+e65r//6r194z2Me8xg+/elPY60FgoZ14403cs0117C8vMwTnvAEgAXL2yMf+UiGw+HCNpVS/P3f/3333NbWFlJK+v3+eY/l3e9+N0tLS6ytrfHIRz6SN77xjXsZkn9S9jv+Xw5orXn0ox/d/f3Qhz6U1dVVbrvtNgC+7du+DaUUv/d7vwcEd+I3fdM3LSTx3XnnnSwtLTEcDvnQhz7UhXLcdtttaK0XxvbIkSM85CEP6bYPsLm5ydLSEv1+n6//+q/nJS95Cd/wDd9wzr6+853v5Pbbbz+vxfPHf/zHeetb38qjH/1oDh8+vOcx2Y2tra2F+2SeBz7wgfz5n/85d9999562/exnP7uzzNx77738z//5P8+xeO6F1772tdx888085CEPOSfpcjQa8eIXv5jrr7+e1dVVlpaWuO22274gHo00doFPf/rTfO/3fi8PetCDWFlZ6bY7/7lv+IZvYGlpicsvv5yrr776gq37t912G1dffTVXX31199zDHvawhXu55Qd/8Ad5/etfD8DrX/96nvOc5+xpW4997GMXPve4xz2Ou+++m62trYXnJ5MJL33pS3nlK1+5az7HfV0fLb/yK7/C0tISR44c4eu+7usWLOH3RVpjD4bbbruNqqp40pOetOtrO4/xsY99LM45PvnJTy48N8/jHve4hTF4z3vew5Oe9CSuvPJKlpeXecYznsGZM2eYTCbde4wxPOUpT+ETn/gE/+f/+X+eEwZ5Iefji81gMOCyyy7rHq2Xb2lpaeG5PM+7v3dbzz71qU/xxje+kRe+8IV72o+XvvSlfMM3fAMPeMADuPHGG3nxi1/M7/zO7+zr2A6SJJvM2Jei8Vd/9Vf8wi/8Ao94xCMW3IwHQevOXFlZ4bd+67f48Ic/3J2Quq4BulCA3Zi/ge+55x6OHTuGlOc/3G/6pm/i1ltv5S//8i955jOfybOf/Ww+/OEPH9DRfGH4Qo7/lwt5nvPMZz6TN73pTdR1zdve9rZzBLkrrriCW2+9lfe9732sra3xcz/3cxf1HcvLy9x66618/OMf5x3veAe/9mu/xu/+7u8uvKdpGn7iJ36Cm2+++byL8W233cb//J//k//yX/7Led2be+Wee+7hiiuu2PW1//f//X+59tprueqqq1haWuLhD3/4RW37mc98Jrfffjt/9Vd/xX/+z/+ZBz7wgTz+8Y/f9z5/6EMf4g/+4A/427/9W173utctvPbiF7+Y3/u93+Nnf/Znef/738+tt97KDTfc0M0NB0kau8CNN97I2bNn+fVf/3U++MEP8sEPfhBg4XO//du/za233sr73/9+Njc3efGLX7zvY9nJt37rt/K5z32Od7zjHXz2s5/lKU95ykVv40LXDoD/+B//Iw95yEO48cYbd33/fV0fLU9/+tO59dZb+V//63/x+Mc/nu/6ru+6IOU0rbEHw30pQBfCfGjPPO0Y3HHHHTz1qU/lEY94BL/7u7/LRz/6UX75l38ZWLw/xuMx/X6f173udbzgBS/gxIkTC6/d3/n4cuInfuIneO5zn8uDHvSgPX3+t3/7t3nsYx/bKTYvfelLv6QUsvvjfyfZZF+KxjOe8Qx+6Id+iDe84Q28+93v7m6K66+/vosZa7nllltYXl7mqquu6p5rF6qWD3zgAzz4wQ9GKcU//MM/cObMGX7u536Oxz/+8Tz0oQ89JynqoQ99KB/72McYj8cL27DWcv3113fPffjDH+Zf/It/cZ/HMhwOue6667j++ut50YtexJEjR/jYxz528YPyT8h+x//LAWPMQkLVJz/5STY2NhbO/7Of/Wze85738Cu/8isYY/iO7/iOhW1orbnuuut43OMex4tf/GJ+67d+CwjjaIxZuE7PnDnDJz/5SR72sId1z0kpue6663jwgx/Mt33bt/HN3/zN3blo+dVf/VWWlpbus/78W9/6Vv7Vv/pXvOIVr+A5z3nOOZbV/XBf98CxY8f40R/9UQ4fPsx73/te/uAP/uCitn3kyBG+7du+jTe96U28+c1v5vu///sPYpd59atfzbd+67fyK7/yK/z4j//4wiJyyy23cNNNN/Ht3/7t3HDDDVx22WXccccdB/K9O0ljN7vuX/rSl/KkJz2J66+/vksun+fqq6/u7qXv//7vP+c+OB/XX389d911V5csCfD3f//3bGxsLNxrAEopfuAHfoCbbrqJ7//+70cpddHbeuhDH8ott9yy8Lm/+Iu/4KqrrmJ5ebl77vjx47zqVa/iVa961Xn3/ULWl0OHDnHdddfx8Ic/nP/v//v/qOv6HE/NbqQ19mB48IMfTL/f573vfe85r11//fXnHOMtt9yClJKHPOQhwPmvl/Z6+uhHP4pzjle96lV8/dd/PV/5lV/JPffcc853DQYD3vWud/GDP/iDPPaxj12Iub+Q8/Hlwvve9z7e//73LyTCXwx/9Vd/xdOf/nSe8pSn8O53v5u/+Zu/4ad+6qe+pBSyJJvM2Jei0bpQrr32Wv7jf/yP/PAP/zBnzpzhec97HnfddRc/8iM/wj/8wz/w3//7f+dlL3sZP/ZjP7Zg8bjzzjv5sR/7MT75yU/y9re/nV/6pV/iR3/0RwG45ppryPOcX/qlX+L222/nXe96F694xSsWvv/7vu/7yLKMZz7zmXziE5/g/e9/P895znP4ju/4Dq677jpGoxGvfvWredvb3na/C7hzjrIs2d7e5rd/+7c5c+YMX/VVX7Wf4fmCs9/x/3IgyzJ+5Ed+hA9+8IN89KMf5aabbuLrv/7r+dqv/druPddff33nNvze7/3eBa393e9+N7fccgt33nknf/mXf8krX/nKbsF88IMfzNOe9jSe85zn8Bd/8Rd87GMf49/+23/LlVdeydOe9rRuG957Tpw4wfHjx/mzP/sz3ve+9/HQhz50YT9f+cpX8qpXveoca+k87fl84QtfyNVXX82P/diP7Xt8Tp8+zU/91E9xyy238KxnPWvX99x+++0861nP4i1veQtf93Vfx7XXXnvR3/PsZz+b3/zN3+S2227b9XustZRlSVmWXbJa+3dZlgsCU0s7Ht/5nd/JU57yFJ797Gd3rz34wQ/mHe94B7feeisf+9jH+L7v+74D79Kbxm7G2toaR44c4fWvfz3/+I//yJ/+6Z/uen2eOXOGEydO8PGPf5y3v/3t59wH5+PJT34yN9xwA09/+tP567/+az70oQ/xzGc+kyc84Qk86lGPOuf9z33uc/nJn/xJfuiHfmhP23rBC17Ae97zHv7Df/gPfOpTn+Ltb387r3zlK89J3v3lX/5lvv3bv31XIfpCro+W9hxubm7yute9jizLOiH2vkhr7MHQ6/V4yUtewk/8xE/wlre8hc985jN84AMf4A1veANPf/rT6fV6POtZz+Jv//Zv+bM/+zN+5Ed+hGc84xldkYEXvvCFvPnNb+ZXfuVX+PSnP80v//Iv85u/+Zvd9XLdddfRNE03lm9961v5tV/7tXP2I8uyLtTo9a9/Pe9///u7krkXcj6+HPDe86IXvYif/umfvk+P2X3xl3/5l1x77bX81E/9FI961KN48IMfzOc+97kD3tP9kWSTOS46qyOyMwnGOeef9KQn+e/93u/13nv/53/+5/7Rj360z/PcX3bZZf4lL3mJb5pm4fPPe97z/A/90A/5lZUVv7a25n/yJ39yITnqbW97m3/AAx7gi6Lwj3nMY/y73vWuhYRD70MCzROe8ARfFIVfW1vzN910k9/Y2PDee/+Od7zDP+xhDzsnAWy3RDXAA15r7a+77jr/2te+dq9D80/Cfse/5Z97MvihQ4f87/7u7/oHPehBvigK/+QnP9l/7nOfO+e9b3jDGxaSQVt+9Vd/1X/FV3yFz/PcX3rppf5f/+t/vfD5s2fP+mc84xn+0KFDvt/v+2/5lm/xn/rUpxb2ob12hBD+sssu8z/8wz/cJXi1CVdPfepTF76XXRKu5q/rT37yk77f7/s/+qM/utjhWuDVr361/5qv+Rr/zne+c+H5NuFuMpn4r/7qr/YvfelLu9cuNqHZ+3D9XXvttf4pT3nKOa894QlP6Mbovh67JTS3nDp1yl966aX+da97XbeP3/RN3+T7/b6/+uqr/Wtf+9o9J92ejzR2i/zJn/yJv/76631RFP4Rj3iE//M///Puu9rjbh+rq6v+qU996q6Jjbslg3vv/ec+9zn/f/1f/5cfDod+eXnZ/+t//a+7ZFzvd08SbZlPBr+QbXnv/dvf/nZ//fXX+yzL/NVXX+1vvvnmhfXn2muv9f1+3991113dc/PJrPd3fbTMn8M8z/3DH/7wLmHzvkhr7MFirfU/8zM/46+99lqfZZm/5ppr/M/+7M96773/+Mc/7r/pm77J93o9f/jwYf+c5zznnATs17zmNf6BD3ygz7LMX3fddecc8y/8wi/4yy+/vFsn3vKWtywk2+42F7zlLW/xhw8f9sePH/feX9j5+GKy2zyx2335spe9zD/hCU845/PPetaz/HA49Nddd52v69p7f+64vOxlL/OPeMQj/HQ67R5tsYH2Hv7v//2/e621f/vb3+7/8R//0b/mNa/xhw8fvt+59qBJssmFsWdFY78ctFCQ+N+PCxHiWv7Df/gP/oYbbvjC7tD/xmxvb/uVlRX/u7/7u1/sXflnRxq7xBeCtMYmDpqDUDQA/9/+23/rnttN0bgvo0rLj//4j/sjR474paUl/z3f8z3+F3/xF//JFY3zkWSTRb5oncGf+MQn8tVf/dVfkvW2E/88ePOb38wLXvCChdraOxmNRtxxxx086UlP4md+5mfOqVCT2B/OOU6fPs2rXvUq/st/+S985jOfSZ2WL5A0dokvJGmNTXy5sbq6ep/r/ZcKSTZZ5MsrYD+R2MHzn/98vuZrvoYnPvGJB1I2NLHInXfeybFjx3jb297GG9/4xiQoXwRp7BKJROLC6fV6X+xdODD+d5JNvmgejUQikUgkEolEIvHlS/JoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOnKRoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOnKRoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOnKRoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOnKRoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOnKRoJBKJRCKRSCQSiQMnKRqJRCKRSCQSiUTiwEmKRiKRSCQSiUQikThwkqKRSCQSiUQikUgkDpykaCQSiUQikUgkEokDJykaiUQikUgkEolE4sBJikYikUgkEolEIpE4cJKikUgkEolEIpFIJA6cpGgkEolEIpFIJBKJAycpGolEIpFIJBKJROLASYpGIpFIJBKJRCKROHCSopFIJBKJRCKRSCQOHH0hb3LOcc8997C8vIwQ4gu9T1+yeO/Z3t7miiuuQMoL09HS2O1t3CCNHaRrbj+ksds7aez2Thq7vZPGbm+kNXbvpGtu71zw2PkL4K677vJAesTHXXfddSHDlsZuH+OWxm7vY5fGLY1dGrsv/iONXRq7L+VxS2O397FL43ZxY3dBHo3l5WUA3vEnn2UwWAJASokQgABB+OkBhAfhEQKEAI/De4fH471DSYXWsn0bAhBCxG3En9BtWODjcx7hPXiwzuG9pzFN2KbSSCGwtsE7T5GBFpDlGZlW8bt9+J5W+/TxP+HD98p4HAi89/j4Hc6H75dSMR5v87X/8vpuPC5m7H78//dGin4PfPzqcESAQHmLwM3t1+w9eBF/D/s1Q8y92QO2+1O0J6T7HnDxBM1vYeEN8RU/9w6BCH97Zj+7bc+eb3erHT/hJR6Bw6OEIPclN7/kBy9q3GA2ds9/1X+j3+8BHufDFeFVhkeG72+vd++7oxZexCNYGCm88DgR3u/nLgXP3Aj4cN1p7wCPcA7vwXkJCLyY/fTE61cQRzmOi58fx9kZ70bKy9nvc9+98wRV5YTf+PHv2tM194FPfoqVQ4cW9mD2je04xXsw/nQinFMnOOcz0ocRlfGFMI60V+7sve09tsPSI3x7xfvuu7ufnnh/h3sV56mamrquabyj9jZsTwqklGilEVKgpAQhUEoh5n4iBOPtbR593XV7Grt/8cSncviSo+R5weG1JYpM470FH8YGAUoLhBT4psZby1LRY5hnLPUGDIse1nps48E5vLMYU1M3U6q6ZmsyQUnJoK9x3lM3ltoY1kcjnPMIGSYk4cPousYAHolECkGvkGglGPYKeoXmumsfxOWXHmMp7zFQOaauaaqGaloyHo8RUiK0wFhDZRuyTDMcDpFSoZUCIUEqbN2wcfIs26MxP/CKV+xp7D7ykY8wHA67e8B7jzEG5xwuzqth/djdEiiE6N63OOdxzt/zn5n/udt7L9byOL/NnZ91zp13e6PRiMc//vF7Grsf+O7HoZXcMQ+EeSjcJHTznXM2jFG8eYVU4dEuvu2d7gUCgZAKrTVaafKsj1QKpTOUVGS6QAqJyDKQEpXlCCnxLiwvxjic9ZRVjTWGyaSmMQ3OepzzKJnF7w7fL6VEICiKgqLXI9MZvV4vfKeS4brLM6SSZHmGEJIsyyjLkh/+4efuaex+7edfzuHVIVIJBr0cKWE6mmBtQ6YUSkpUBlJBNXU0jePuz5/h3pMbIMJ83tOKXqYY9AuWhz2c8FgM4+0JJ4+vo4Rk0OuTZYpDh4YopVBKYRrLqdPrNE1DUzcIBIdWVyiKgrXDa+R5Qd1UWGMpyxpjDMYKjBPUpsHYhuFQMuwr1o4sccmlK5jK0JQV462SjVOblJVlc9IgpEIN+6wcGnLdQx9Ab3mAXx7yuMd/557X2Le97UMU+RJaCa68cshgkLFyKCPPJS7Kb1JLpGpXeagqS11Z1s9MOXt2ghQKJTSrqznHjg2xztEYG9ZLoZEK8jyslRIb1gIpcd4zrQzWWCaTEuccRZYjhcQagbOe8eY6TTXF+zF4w2XXXMvqJcfCFe493hm8bagbS1UblFJkWRbXBImUEqnU7G7yYH1Y6ze3NnnIgx6wp2vuE5/4RDfXhfnNU9U11lrqusYYi7UW53aukrP5qbtf4k8pZbeOSRnG27kwF1pru8/P3i/QSnefaz0L7bGH94Upod1O0zQYY5lOK6bTkrquKcsK5xw2zm1ShnuyKAqUUvR6vXP2aTQa8aRv/sb7HbsLUjTaCXVtdZVBfxkPSCnmFASYaQ5uUdHwLiobUdFQkkyrmYDTbb8V1rpv7ebJcDG1J4dw4rzDNAbvHCrLkEJgTIN3llwLtBIURUam9UxhaBeMmRQf9jUcJJ2Y7T3eLUjtSCEQSi+Mx8WMnVFDpOwxL2w6EQRy6YOA2i3MCwJnJzqfd5H13oO3C8/Nq2xhWZoXaGfPd1rC3LZb4bl93s//nN+Ijwue9933CS+QXnVjarxlvL21MBYXSvv+paUB/V4cOxEmC4PEIbAyKD9OhMVYehH2wQmkl0gP0s++10qPUX5xHZ87nnCsYXWVzgBBSAyyr8f7sGAjZLzuJC6eOz+/rZ3HMv+LF/PPzHbBc855UO3Evodrbnm4xKHlle6abxXucB3F6zp+UTdhS4EXAi+YKWLeByWjewQlzcd71MvFa/O8AqT3wXDg3UzJmDv4cjKlrmrOnj7D5sYmJ0+d5OTJk0ybinFVhUlVK/I8o98foLUiz3KGwyGXX3FF+Hn55Witg9BjzJ7H7iuuuoKVw4fIMs2lR9co8gxr66BsxElbRAHQVFOsqVnu9RkWBf2soKfzIIQZjxQCJcKCoFQwfFjnyDLFynKOc4bJZJuqrjm9von1jjwrwkSvdVD4XZi/lpZWyDON8CXCG5pqgrMNlx9b5fChJRQS6RUmzzCFxPYlh4aK4fIShw6v0ZiaaTnBWYsxJgh8RR8hJUpnWGM5OuixPRrteeyGwyFLS0vd8+0COa84tO/dTZkAzqtotJ+5r++/kH28ENr1on3MK047tzf/3M5jvNDvAii0RmtFuClaY0Q0eMj2r2D4aNcuJzwOj1QKoRRZlpNlBVplZFlBNBOgVUZRDFBKk+e9oFgIjRACrTKch2ltMNYympQ0xlJXDc55jHF456iqBmst1li8g6Lo0+tnDAZD+v0BRdGjKHpkmY6PmaCSZVl3vM4Hgcb5IIxCMF6qOSHpYsdOKg0qKC+9/pBMK4o8B2cZ9DWZltSmwhpDNR1RTqfUVYmpKwZLQ/rDIcNewdKgh5KgpcDYBlvX9Iqcyy8/isAjBWRaMlwKittgMAQvWD7UxxjHZDLFO8+gP0TrLChhHoRTSC8osoxMBbOUA6yrsLbmyFrO2qGclUMDVg8vMR5P2XCGvFBkucZLxVBmYd1D4K3AlQ7ZUywN1y563Obff+WVV6DVALxH61YGyJBS0SsUSktUJoPAGiUK68BZWF4yXHKJwTuB94J+X7GynFEby2Ta4DwYK1BKkGUS7wzltEQIyIserSSolOaSo2soJRn0e2ilcA689ayfVpSTCdNJTtNUDJcOsbS0ghQQzH0WvAvGHReNn94j5KLw7gFrw1remCBnmWbv9+vy8nInZLdzVlWHe6SqKoyxnYFlN4NFu63Zo1UMZu9zznXzZ/uz/VyrkORZhlLhemyVlvZ1KXdTNAzGGPK8pCgKyrIiy6tOYWrHS2tNUYS1SGu9MN9Za2ma5oLG7oIUjQ7volWvFTLEzFwcFQyiwEcw+gZFY/6BwgkfFY0goJ5jjTpnn6Ng5sOXWWfxvh18h7ASL0XUHC1KBguOtQopZwvWbMGYbVZ43+oYdLaiaFmdV366p/aI8QI1J/B6CNZ5IWaCsG89CPHnou15N4N3tzE/t20x9//sLeKczy4Ixju2Lfzs3HoWf4bX48fmxkUQhHzvotohJd5a6rrZdUwuFIlHRrO3EC4qZ+FvL0R0DgTLnnBxWRUifA6BmhsPv+Oyxbc6pm8143hVxhFrldRW6OkMix7lVbw+Op8KfsErN/vexT/PVTRaNdCzeB73E//pncdZF69zum/YiaA9bjqFyTqHxXVKtxISHSUdEa9FRFC8drM6n7Pf8Xzh5y+ksCA4Y3DWMR6NmEzGnD59itOnTnPixAnuvfcEk6piXJVhwtSKLM8Z9PsoFRSNlZUgfJv6EJccPoz0oHPZHfNeODTsMexlZJlimKtg2bMS54NFtLODeE/jBVYI+hkU2pNJhxY2CIDSo6Ui05JMZxS9XtQ1BXkmWV5SWNtQqIaqlnhb47wnz3soKcnzYNlzziOFZGVllTzP8WaEtzWTkaWpHT0FWkQrIQKpQCMRSPCKoqfpD3IyIxAiLDLl1CAkaCWioiGRwuP7GY3J7nN8LoTdBPLdPA7zQvxOdl5H7bV1oQrIvu6f/Uz4+yDMTTMjXjsniDhxyaiABMdqmOe8AKFUUMSzHkXRR0VFw/sgECqdobI+SiqUKuJ8FyQQ52UnfDXGU5aGxlia2kbhhGhsEXgfvGooyPOCoijo9Qb0+wN6vR69Xp8s0+R5htZB2egEvSjI4MBYi7OuE1aUlDSN2fO4We+x1kWPWNhXISRIj9IKnUmMk1jBnMXZYJ0FAVordKbJ8qyTdVyc96UMhsswh9lwryiB0gKVhfusTw9rY/SG8/HeVVjjcA6a2mCtx/uwMiEJgnAcS60keRYiPmZWY4fzvl0MEDLMvS7O7XVlaCqDM/u7VpUOHh/vPMYafO2pa4kQHp0pNKKbW9q5WwqJUFAUKsgsDpyDLJNhPyEahh1141EuRIZY21CWQdFofdzGuGCQUZIsU2RZ2B88OOXRWgYPsghKc7vtsObSyZFSRuNX9C6cs9L6uMY5cNZ329kru81xUgh8VG6knL0+78U939w4i44ItMrL/M95WqWglXF3yrrB4N9u0Hfbbp/vHnP7Jrt9nyks7T7PG1ustQselvviohSNrY0T1NN+J5MtjEirYAT7LjNBwuG8pQ2fUtFq0VoyW6F4fgDaVbwLfJFRa4nW7NYVZYyJk4ACAdY0eOfIMomWgl6vR55n3QQ9r9RAuMFF9MxIMRPEw0kIoWEifrf0nsl4cjHDtUDYXrBURRUmHo8Irm8WT+ICrWwmZmFKnbcn6iO+DcXpFIadwp9YeLY7c2L+3XNWOTE3pbQT3W53pKCzrInookfIaLQXOGFo/Lluw4shE45cWMBjTA0ech1c+ybKvK4L2QvnS0gQXgYPx9yRSQGqNRTG61gG8w24MJjdDWsNeIeMHjlsWHiwYXH2vkG0YTxC4oWaaTGineJmCVIe335FHLrWwxbP/S4ClN5HXbjGNJxdPxsmg3iND4ZDMp111/3MKxlCdYwNFs0zG+uc3VjH2WCNObS8wqVHjpDpjEFeANE6spscdz6PRnxJd4YAg3WGu+++m42z69z+mc9w4vgJ7rn7bk6dPMlkMmE6mWCcwzjbuXWDhcfgnMdaw9raGtdf/zCuvPJK+kqztrbGVddciy+KPY/dw69eoT/IEXgytpAGskIjlURmIpzWOK/ZgcQ5jRIWSYn0ZfCoxQlu0BtyaLlgMBxw+PCleCTOAr4BN6Kpa0RZM+h51q48jBAxpEUp+v0BUkqaOnjV+oMhSmnqqcHUHipPWTc0001GtmGwtEp/sEwv76GygqosmZYTfCYZ23EQnrTFYxG5RwiPUxZEmKeFhHyoyC8sqnZXLtYLsZvysJuCcF9KxheC+1NS5hfh+fdeTDLuThQeJcPc0TmbRZhv8qJAao3OYshRtGIqrZFaI3WO1BlF3qfo9bHG0dSW8XjKma0NhPCorIrC3ygIqnUTBZhg5a3qZs5zK1leXqFX5Cwvr5BneWcx1VKhpKAocnSWkWcZOmvDN+IcPHcMxpho4TWUZQjV2Bpth+frGiklw+GQutm7USqEIBqsdUzKhsw4hK8QOHq9IKg6H0JgG2Op6hokFL2cwaBgabnPoF/QH/Sp65JyUqEyxUp/JR6NCPKMq9FaMlwqOmMHQlIMFd7DYGWIdx5bgzWOjbPbVNOazc0xVdngoqIxXBnQ6/dQ2qCUR2CCYd5oXG0xlaWcOGwj0XqA8Q7vTFi3HLgaxhsTrBXU+uSexw1gtD2hX2R4PLWpkMLhfE2eB0t2pjVtCN5M+QohkL2eosh1EPxdWEqUEggjumtqfXOMEFBkAmtqJpN1BATPW5ZxaPUQea7p9XMyrZGtgBhX7zDuLpr/JNYJrCUqayyu+wBCoKLM1yofRIW7qR3WQVP7KDfua+gIXzfzeiqtY7i1RynXeTSABaVhXt6b/Q6tLDgLx3LnCPTtHKOUCkZVITqvSTtPtkrIefYYEEipUEqjlSPTIYx3p/fFxMiAuq4X9skYwyh6vu+Pi1pNysk2zjbxQHa+GoXl1goaI7c7JSOGUHXu0Xkloz30Hb/IVlgTOkqEYXdbT4YxwY0kouBidigaxjRR0ZDde1pFplUmQgiYXDghs5i59gIGgacspxczXOewELbVCaJi5ruIQueci6Ub2XDxtabpeQUvvqHd9m5ro59737l7FX94OqlRzJ+Vc98+bymeqW2zse2s+u3fu3/xBSNxCG/xzmGbGu88mZRIoVHRAj8/MYn2eDo/jpgbJtENb6cKRCVKiLCvQbmim1DxFpzDmhCqFw0hOKOCoqFDfLKMAcBCthYdyUKMkI9qx9zNM3/Jh1O/OO5yHxbZujE05RTTmJkLOYYSSiWjtU/hpQARvFGNMVRNzdb2NqfPnAmTinV45xkOBvRzR6417XXLbNh3HFH72vmETk9T1zRNzebGOqdPn+L4Pffw+c9/nhP33MOpk6cwTUPTNDiCV8nGcJ9WaLHOYhpDXZYcWV2j0Jqt9XVyrfHGBPPaHlnpawa9ELLkyhLvQjiTUgoV5xPvHF44nIyeqNbsa2OuTrwEMu3oFYJBT7M07IWF0gicFTSlx0uPlg4QFP0eQimUDEpNfxDc1rUKc11ehJh6GomwAi1DSAIxBwRcsLRmmqzIMN4gncZLgYmhgEgPihBvLaLSJDxehPGS0Up7UFyoknFfgv1OJeN87/1CKSH3pQTd398XgxQinN94rB4R5hQh0VkPlWVkeYaKngKtNTrLo7KRI3UIm8qLPk3VYEyN9zV1E4yAMoYdN43FWUtVtcJDDKmwFg8h5EeEuS0vCgaDGBaV5yEMSmuUlGRZCPVq4+DD8fsYRtOGfbjOg9A0TadoTKfT7nmlFL2ihzV7l/rCGg/BIBVzmrxFiNZAEdfQLvZRhHEsMvIioyiCN0PnGutUyAHTiqIourXCeYuxwcKexRwTEedPGYVdKUPIDzHk1kdPS1M1VGWFiSFGWaHRmUYpR5CFo4AZvRXWhIezHkQMR/Zyto54QVMbZFnDaO9GUIjepVbYdSE6wBgX7G8uGiq96Ka41rsvRFA2kLPX5oSCYAT0HmNtVBEE1hjqqo5vkp0RTCkVvG2tLOa7/5iF/YZ9cQ6siyH6M4fPTJyRIipG3dXRrenWepwFa8MHW8/GQTDvJQiehtlrO8MrdxqWd3oldnoyFqNy/MxIeZ7Pznsyduzlgkdj3nMhdsyfO/dh/tHE9flCuChF4x9u+yBZls8GZmY+7wbU2XYAg8gmFjI+Z5rSvCOO+f93KALhlzDRCpXNfTYO7mxIuoRDJcOEnWUapXRIiIlelFagC8LpzEWkVPCKSDFLypkfbJxjug+PhsajfOv1meFmfoN4FJzzniDDLHoV/OLL4aX59e2c97XnZHe6BTz+346y60Tv2WZ2Xr5i7i8PQWDppHgDcn8eDe0No/UtqnLKvSdO0DQNV137AJaWVkLsqBSozgWdI1SGFQKnwBIefnapRuHdd8cio2dBtjdtFKIb57CmYXtrnbqu2Vg/S103TMqwQBLPSZblSKVYWlmj6A8YDpco+n2k0kgZ4qaFUiiVBaWEkONkbRCUQ+x+tOLskFHUPsbtH27/NPccP05ZTrtwhqNHL6Hf69Prhzjq5eEyRVGQRwHi88fv4cSpk3zms7dz+2c/2yXRHT18mKsuv4LDq6tcdfmVLA0GHDlyJIZhyDnFdJavc46S4YNlajTepi5Lbv/MP3L2zBk+9clPcfLkSe49foKN9XXGoxHTybSbRF100XofQtgUkCtF1usxGAwYDoZoYLy5yd985MMcPnwY21SdJWYv9GXJAI+1NaeOf55qMgnufCVZWl0iL4L1WCqFzDRojco1MtNILRE+LKpSCAY9SaFBS4e3DUJpsiKnrixltYlpKoS0KJ2xtDRASNUJSqaZAEGpRkpwBustdWOojSUfLqF7PaTIEEKj+31kUeCloHEGg8dIgRAe44K1PM9ztPeoPMbvizD3BTuGRxqL3H/k1AVxX56LnX9fiEfjvpSRvSoAuylB+1Em7ovB8irLyyshEZsoDGc9pNIU/QFa50SpFBHXReLDOmgaGE0amnpKXTVMpyXjyZT1s6P4GYHsEmUleW+AlIqi6KGUYjDoxbyDAVprejEXqsiLkMjdCiVEwdtZGluHZF5rmIUdS4SXMY7bdApGq1gIIejH7yx6RfedVVXteeyOHl6jn2c4Zxlvj7CmQSmPkiEsq64dWmdIlXNo9Sh5sczhqqFuDP1+j96gR1HkFL2CuurTG/YptGZY9EPMfVlhTMOk8gglETrDexhPy7AUyAwQWBNCc7wJNqq8KJBCU01r8J6NjS0m0xKlDVCiZPjeYNSUVKXB2zGjrTHjrRHWeOoarBUIH71JOkMpQVOXOG+YmPp+Rue+6RUZ/X6OEIIsVwjpQ1iYFFivqWowNngxXDQc57lAZyooGyJ6OtxMmrEehAzn9/CREPCnJNTVlLLcQknF4cNHKYqC1dWVOL+q2QrSKg2twdIL6jok04/HNaKoyTMZwlKVJ5MglADVhm4HTWem8HqaxjEZN/H3IBFtbo33PG47i1q01/+88t5G4NiozFljFnIt5tk5d817LlrmlZnWo9GGJ7Z5FDPlYff9bsPMZmFRwUNhraUxBlpP0Nx+zefZee+jwa+8oHG6KEVj/ewJdJbNNNqwB53i6b2IVSjCEwJPqyt0Fub24IVAtLGmi0PQXVhyTtFASKTOZ4M496mg7YbQKedb6wDByjOXid9evK1mLIUMoRBiluXfxqq1J7i9cJy1lNO9ezSCs3RRoQgaPrTJfq1jYgHfWuLbX3yUbxdVDdltuX3Kd5/tNtQqDbus0/N7JVrNOSpBwUs1+67Zrvh4Hmdb8QjsvBVfuJmyuUeEd7imwlRTxtubIba2muJ7RSiTJEQ8jwKRx4pQWnQLdTtm7WhLWhnYd8qniN4E4emSu521WNNQTieUZcnmxgZVVTEaj0LYngvuzNai2BhLf7AU40NduP5UG9aQkWVhClUyXg3O4axBoBDKnzMx7Ho9XARn1s9yz73HmU4mDIdD8jzHAYP+gMFwEP720LeGwhp0pjm7uc6Jk/dy9/F7uPPuz3cJYWVV4oGyquj3+lhnWVlZwWsHqO46CJMfMPMhdfvjnMVby3QyYToZc++993LviRPcfffnOXnvyU7JaGLsdBtaFrwqYayFEEgEWimKLGd5uESvKJCAqWtO3Xtv+Hny3l0rfVwoWloy4RE0mMkW1fY2RgQFMRcG2e+hiwJUhugV4B1CSxREpVeiRFBqtRbR+BHmEkHwGtCAsQ3ON9EyCDoKgC4KbdbGSV+r6LSM16YPYXgqK9B5Dl4BwWMVhNQY342fJet7h0DhY1io7LyjMuYuzc0x+/RCtudqtzyMC/Vc3NfP+/v8/D7s3Kf7+uz9vW+3UKnzvWcv5EWP3mCIkKqdndAx3yLvDVBad9VyugIfscpfqPLjKEvDdFpSRUWjnFaUsRKSkAKtQWcFUgZviNaK/mBIlmUcWlkiyzKWl4edt2Q+XrvDBWGz9TI20VvRjqNAIgkK87yi0YZctLkbWZaxtLQUlJqiF70Ce6Mo8pCr1YS5oK4rtA4CU1UZQCJljpSKLC9AKPI8GDGyPHg1sjwoGkIKnHcUOqNX9DCNCd4FPNRxvhMqJrNHa3MMs7bG4R0hxNYHIVFk8yFIDmdqnKmxRoHPYnhPyH9x1lG7BlMbbGOiBV7gXMgFkUKQKY2QHucaMB5TXlis/PmQUoRqoEKSFyLkFsT1yMcwpXBvtYVPPFKFR/De+85jEH5GTwghL6PXC/KXkh7vTDTyBgW31yvI8yyG3C0aBdtLrtVfnfMhJNA46tp2q4v0oHQInW7zQ9oVqP28c0QFw4afBrzz1PXex263nIv5384JgZoL/9053+ycH+cVip3fuVPRaGXcBe/Ejs+1puRWvt6pIHkfipSEMC3RBQTs9K5077UWay9sjb0oRePM6eOxcsRcrgCtQBtMYr419MZjkDHhScSFTMwPBG0s52wgZoPQDv4sqUuqsAhrrRYHMV6YzkX3n2/t0kHjCIMvuzc672KlJNkpLaJTRGYCk28HOYbNVOWFaW+7cY6i4UHGxOZ5RWN35hf+GBffnYBF31D3iQVtefa9M5Vi8dv87DLsfsaIzO41P/faTNFsb4zwtxOtEiTiRHWuF+diMeWYS1aX4dCAtWGOtYal5UMorTh9991Mtkf0s4xMKXwxgLzA9wb4oocaLKPahVsKpAPp/CxHAbpoNOnBekdVV5TTCcfv+RzT8Zh7T9xNXZWMRttYY0KynHO01amECuFS21vb6CwnL3phIY+x0zrvkRW9IEQUffIiZ9AvyLIs5hHl9IpsUamI4yv3oaTd+rcfYVJOghXRL5NnOZWdkmU5K8ur5EWPk2fOhNJ4Oljfb7/js3z+ns9z+swZRuOtaMVUTMspZ86eZe3QKidPn+bSo4eZVlsoIcBZlJQUeU5RFFx26WVkWU6hCwQS04QKcSfvPcFkPOL2f/wk6+tn+fSnPsWZM2c4feoUo1GsAlOHHBwhZSwNaGKeiKUoegyHQ9qrs9/vc3jtcGeZqeuKUyePs7F5lu3pNuYCE9V2o7dUsNKT2FJyWkka61g/eYq6LDEbI/qDPlmvj8oyKqWopWTt0ktZPnKEleUBy8vDKMyDlDnWBGEheGYlKldop5FFjjcAAi81VRPul6ZuYiKoDXOXDEnhodytROY9MpWRFVlMsm3nXUVtTGvmwXmHgs6S1hiLresQ1tEVaYj3qpLgLbYs2R7v3co3X2KxnSfmXf/z7LTq7Vy458MALiQs6mLCmnaGGFyI8rBzET+fcLBXLr3qKxgsrYAQlLXBOocxDmM92xsTjHWhHGXTdMKcjPNP1CVnFZ1iyJIjKLB5nrOyvEK/P+Do0aNB8M3D9VMUBUqGtVXKEL7VGZscmCYY8epYurMsS4xpKMuKpmk6IafIC/IiD/OCCJ5aIUJRg8Fg0Bn+lFIhWXqHFXY/+S3leBMjJE3TsLF+hqosQ06JUljjw/yxBEUR8v2CQOs7Y5gQoDNF0S8w1oTyvcbi6qCkCBmSxOvao7XAeR3XxpDbIGUe5QcHLhiq2ph9JQUrK0v08xwtHeVKn3yQkxWafi8oewiNcToYIJWnVyiOrvWoG8d0ajEWqsohlSUvwrpshQ2FH+TerzmA/iBjMCwQQpD3QEpP0wSDxrT0VJVB4BDCIVvnqg+Cu9JhPMK1B2XZMJrUOBerTWlJr5cHYwoOIWQIW/Ie00hqIdnedjFxOp4H1RppwvVQN9AYj/WhWmdVWRjX1HXwaJhc4AqBUALpVMjFjIYeKUIZ/LA/PtxXxlPXQQ6cTvfuRZunNWC3HouqqjtFfD5HQ8DC/Lgz3GreOD5fqnY+3Gpe0RAiGN7m/14M04rGVOjsflIGD5GUM1m7xTnPfNH6+X1fmIMv4pK7uByN8QhbZFFen/tCH781Vh6YkzNjaS0Rfyd4JoSIP2eKxsxgLuZ/ABCUJoGKioabK7M1TxtTH4TA1tPS1qQXtC6tVjtDyM5qOj9qYu6M+Fj1wTTNvty64RtmozYTcGdKwIKc2f4flQqBj0nj0IbstBsTOz7bfWxBuZjVnfKdysAuf8dKYMRx8KF0Yvs9s/1vk9oX97jreyI8ISgJFr0ve8AZlgc9tJIs9bLgSZA6VN4op1RbG0id4ZTG9Rp8XoAJ1vMiy1EMmC+5HDxeMdRq3jMnglu4bhqmVcXGxgbj0TZnzpyhrkqqaorvhFff9ThoN1yWFcREXiE1MssQSpP3BuS9fiwFOaDXK2iGffqDPlpJtJIz79bcLsF8KvnFc+LU8c6jmOUS62qMsyil8UiKukaKcRBkY9W4EydPcO+pexmPxzSmRthgeSrriu3RiLKqQAisq7nkkhWUAN9UoSRhr89wMOTw6gpKeIQOi6YzFlM3bG1ssrmxwefv+jynT5/knrvvZmNjg+3t7ZAoGkvu6Sg4Oe9C7LALpTURgizPo1VP0iv69PsDwGNMFbyOZYmYTpjUJc0+FA2dhxry1lm0ECjvqLZHTEZj+iqHymAHBp1nbHsoEeS9IXl/GT8YolU2c017ORdSGhcVFQwwUulgGVYOLzTGhvvU2mgF8+G8ZHGB6lT+GJan8x46i/eCD2Ntjess3i6WzsY5vLE4QgiVtwbfub3jIqcV3jma6Zhqsnfv7bywPe+F2PncxXB/noz72pfz/X2hSsb86/e1vQvd1n3RW16lGCzhPNRU0ataYZxhPG2o65rt0ZiqquM5D557pWPp9ei1WBBMBLFfRc5wuMTS0hJHjhyNHovg9e+KpsTYFx+Fi1ZBDGU6Q/hQ0zRMJhOquqaqSprGxJK6GUpq8rw1Mi0KUFrrBQWjLXc7r1TuZ+xMXeGAum4op9OoaITwxkwXWCtQKsf7kNckZXt8IX8UQnUppUMooTFN7D9lUTKU6/UIrA2RGr6NIxAqrHsy5K5JaUMJYhHyXUT0cOZFhhICZ/rkWqAKidSh3H8okCND9a+4L1pLhoMMXYXKX7LxOOMQSqIV+OipVzJ4Q/eD1jJWu5JoDUKGvA1sW9rYI7CAI8slKiob3bov6MKF6sbFsrbBQ5NHrylRhvFEpYQQDmYMVFW7Pgelz+k2dCccmHWhnK6PsqaxHtnEUB7n0VKQ6yDPORkTwaXs0nFaKSSU2g05M8aGvJ39GKTOZZa47qzFzIX9hnGa3RO7KRmtgjHrAaK6z3VyK7M5Zqei0Som4X1zxmk/i5bY1WjSPrr3Lxp6zud9uVBl46IUDREdomKubr5fEHpnwvBMqIvVndqDbD0NPoRczHsR4jGGvW+lWE/XIEy44IXwmIVBmf8BLIT2eKDtsBWS0tsE31ihSMiovIlOMWl1uTbhyXuHtxZv914RwwuFE2199Hbfz1Utdvnk3PjGX4RY3My8qhGf71SD+fMTFQfmPBC7fa0nvqV9+PmfnSpxjnLYIjvVJXpF/P5mweu/8oE89CseSC/PCJV+PI0NLvhjg5yN06c5c+IU4+1tNibbjDc3qPUGjc5YvbxmTWp0b0DRj944wvQlozblvaeqajY3NhhPJhy/5zjTyZgzJ45HBSM0Wppdm9GbEUPKREyucKbBeROUEamR1gZhWwSPmndhgtve2uBe27C8vMyxY5ewemiVlaUhKBXDBWencz8ejdFoPVRKEoKxtmSNptcbkumcrW2HnmRMqzL0oxEOL3zon6Bqir5AxtKY+Jn1SmpDbcesbzo+9Y8NwltsXaKkpN8rGPQHbI3OMOwPOXb0CqTUjLcqJuMpn7j145w5fZrPfubTbG1uMBmPqZs6hiXMEr3bahkuGglCuUCF8zCeVmEOQgKapcoEy5hpQPhQAUxJUPvJbgGUpKkdzdTQjCvMpCITkn6Wo71CWEnuHTmGjfGYcVkxGU258/bjPOBB12AfeA3DQ8ssra0GQ4X3KNfQ2DH1xGG3axCS/vAIzjnqqgEf8joEgn4WK3tBKK6gJE4IrAvJvLaxeOtxGKQhXHfO4WqDayzGhEXOmSm2meCswZgK6wUGibANqmlzzsIC1+8NcN4xmUzYHu8jTDRa4nYLlZr3BNyfgLmbIrDbwnc+7s+7cb59PN927s9rcRCKxun1Mc2pberGMJpMMI3t5p8qNstrJ4c2OXtpeTkka+c5RRFDnbRic3OTU6dPB2t7I8mzjOFS6HGyvLyEEALTGJy1TEbVbGwJ5ee999RVjTWW6XTSxXA775BKoZWmt3wohMDkQdHI8pw8xou3PQHCo61GNYtfn06nsXLczMMw3Ud4cjUZkekcZyy6yHDCU5c1tq5paosSiq31raAQ6aBs1M2U2pQcPXKEo4fX8MaC8Zw5eZI77/gcvV6PtZXVELqWecqqZDKekOcZ5tAwCIV58ATorBdkI4KiNvGTEPrUOKy3eB1Mb0U/J9OgcoXMFPmgR9bLcdYwnpb0e6EUb6/XY6k/pCobBtsTpmXDpp8ipEf3gqKjUcguzG7vTCcNStUIIdE1MSyrtdC3ikYwWhgXmpUa58iMpDGezLTCu2FaGqraRUUDGmuozRSBQ3pDVU6oqgYpPaNJjdYCXbeNJhsEHq1iSeE8RwpBWXrqBhAanYWeMYhZqHuovqa6/CVE6FEiWs8uYQ52ROFcanSuwnVY7j33tm0ePSN6rWXYR8VMCWs9hDvnj908GW11t5mHb3bfhG+Jn5WzbUKrtPso69JV4Wor2QnRGv0V3s/6ZWRakWchf9TZtlm1i2u/a4+s+87W2WDNF6C8LQTNvA1J8tEK3EojnewrXOeOkTuUpdCboLX0tWdhfui6ryJ2BZu94sK2cXJOPu5sfIsf9rPXu9KuPpyAsC1P24HMz72/Hdw27yP+EZu27V3zbfMFZvu5Y3/P86muM7hoj3WnktG9s+t90emxUanoPCedBhE2MFMS5xQPFs7k/NZnbxPheNrtd8cwt5l4ScZ/+1M0Lrv0KNdedTmDftFtqaob6qZBjEesD3rYyYRmMsI2FdPRhKnQlCh6wxXMaolWGbo367E7f016wDrL1mib7e1t7j11L+V0wmh7C9s0ONOGSoWjaW/m1vXQOZpsuLlDEtxMoQl9IiyGBo+gLCdMRts0dU2/Fxbm4KUJYzUfiraf5aOqyuBZUYK69liroivaBuFDKLa2tymrEieCKz7UbHeoHFQWqqe4qCAFvdxiXc2kNJw8WeKdwdShy3W/KOj3+ygFw+EySmqUythanzLenvC5O+/g1MlT3H333YxH211i6XyyXGv9aUvstcKgi8pOXZto7pDkmcWYoPQ1jUMpkJkKioaU3fnZE0JgGo+pHbY2uNqgWssRAuFAeY/G4aop9WjMeKOkNOss9QccXl1D5X2WDmdYYWl8g/EO62psU1GNt1DFgMGRK/EenA/NRrF18EBlBUIE5cLjMd4Ez4ez2NiYyhuPU7H8cpyfXN3gakNtDHXTYKsRttrE2QbblBgktdBI25CZUbz3Q4+PjNjZdjKm3kc4wc6F9L48Bxdixd65rfvqyn2+UKzzbWs3JeK+9mG3992fQnMxbI8qRuMJZVUzGo9pjKGZC8HwzlMURUzUDrkGg/6AleUVhoMBg0EfqSQqC2E9Z9bPIq3sehTkeU5ehBBHoqfeO0tVlt3YhnkrzHPTyRRjTMidapowzYsQtqjznH6/H8Kl8pw8y2NYVDDgtffvfBMy50KTL+9Dad35MvUA5T7Ck01To4SK4UoKTcZ0WtKYBlMacFBOq5B3loU+GGU1pmqmFFqzPOijhCKTGePNEWdPnWF5eZlBr49WHrymrmvqKtyjXWOztuRvzGdBBkWjKusYsmhx3obQIB2SrREZstDILHiTdJ5RTi1VY8hygRehc/pwqUemK6RtkDjKzMe+INEAQRBMjdvHXAc0jY25Cg4T16+WNudEdKVrHM6Hiopt+Jn3HmPDPFw3IdTPRWWV2CtF4BC+pqlqGhP6ndV1mPNN9FiDReBQKjRGdC54r5vGh3K2QsRQZdFdY6HKYxCYnejExtlPYnNEH2Q9oSQKiVJFzKXch1HKz6Slbt1ulWsZmgbHN3YK97znof1cq1TonXnFO7wMrfF7nk6OmTPCeD8vxS0aSMLDzSk3bXM+FcYj9rsRLnpd/C5zX/zOTF9Y1ZCLVjTaxM/uAFsLiLAI73E+WBi9WBR6Z59f/Gs2HP6875vT34CoI3SfbVkUlBdjyVpFw3WKRPjbR8t0e5Lobhza8xmfd7EZ4J4REh9jBdvyUDOl43yThNxxjO2FvOMjnTLRvoc5Jc7PNQUMt1xYLeKN3VaJiEqYs8GiHMoXqh3fT+exCkJpmIBsbCaWaT23b2L+QxczUudweO0QWskgTMVNayWQUnPFNVdw+MghNjfOMC1HyK1N6mpK7SSNk0zXNxgXp8mPSor+oWAVljOvQV03jCZjNre2QuL0dEplGyw+JuZCXQehK3TsVTEPyWHqCu8sNh6tixtVKpQmzYuCrOghs6ILXch7PQQOU5fgLdubm+SZZnNjg36/z6FDh9rTBrSWiL3hraEtjlWVFikl1lSxP0PbT8OQFZZpXVKbOtoMRKyQpWcejZhIp2RNU29ga6gnArzFmQYlBdMiJ5/mOBxZVnD85EmEl4y2K8ppzefu+Rzbm1tsbW1STab0ej10DNfBOUzTdBVphAgW2CzPqZtQax8a8BV5ljPoDTHGMZ1WFHnG6toaRZGxujrEesup8RbNBSaq7cZ0avHTmnpcsz2p2Z7WTOoaa2qYblPVJYKcplb42pJ7Rd04mrqm3Nzi7MnTLB89xtKRK7HO0jiDxlJXFfV0wmh9A13U/P+J+68mSZItvxP8KTPiJEjSIpd0oxtAAxhgR3bxgBXZTz77tLKyIiOQfZgeLIDBNG5fUixZMCdGlO7DUfPwzFu3b1VG94yWREVmpIe7ubmZqp7zZ0VvQAlaQynkWmikLAtWjrNoxLKXgkM7stI4t0I3cn50pagpQK0VFM3kPXPwDLc/cBgPZD+RxgFcQ9NasoKQQJWCbElrkVKKTBFPMIo7FySe6yvOqQILBeAcVYCPC4U/tWH/VP9xPn5OAfAPoRKfHsdPLUj+3L/9ufHNN98RoiB8IcrnsXQYl+fu+56+7/nyyy+5vr5m1a/ol5A868QOWhWMsbXDL3N+jIlhGCgl46wh1ZDMlITaCJyyObquE0pV21ShdEMpWeY2LXObtVbyM6wgsfrs3IiwVOhHSwMhxkAIYmsrjjW+brJMnZO6U8f2c8bzq2vW60uygm0SmmiYJmII3L25YTqMxChaJa0sGoMzTubYBMP+yHyY2X/YsX94wGRFYxzr9YoUC8ejFFviBl3IIZKKaPRK0RgdyVlQm5wzOURKCKTgyTHJe0WJHk5rEoI85hl0ThLoF8H7wjgXmqYQsqwnl5s1zljinEgYIsJdaqxwgw7z06z3pYCse4uTmYvs4bQxNddRKGIYsbCPWZGj6Bp1LFXsXEilGvcUSEt4b31aVblMuVrToqQpVJaEZ6rbWk5kBdMsvpGjDzXwMFByQLVZMG1raTuHc3WzbhBfjIWNok6EFYxTNMqwoiMmGMdMiomnutue3p/6WDeRS0Hrqr8tj/OibPCXJiynwsTUAkOdRN2Pr1HIlKJOlMal4Dh/jFoa2admcA1VVGC0OT3n4xxWanEhxgxNI3pAxdLcqwygXKm4ZdEK171yPnOY/DPjZxYaun593O1WJ51BfmyQU9/s6aHq4987ddnPd81LpVQ+fhKkN16WjXR53P6erpHTnr18jEbU34VHEfjy8MfONGcn8nGT90id4nTSP3souTk5oQ7n5/D8vJwdH+oR8Dl/7Kk2Kx/9+OMiY/m+PMFSpJSPHrC838WKLcZITkFud1OvZKVqd6Ccnl66GsIdDTFjjcUuVLg/fvM/+3Sdj816LXzQkk9HbozGYHj2/Bn5csvF9QXd+xalCzHMpKiJUREOR6b7HXl1gUuFbOpGR4m7VMqJcRw5HA7c3t/hQ5BwOCXc50eqmThbSUGRqw68VDekZWKW7p1WS8qro21birEUpXBWKAYpBpy1lFzEgenYMwzHOvlcnqwC4eOJ5OcOofupSt2RiSUEKnSagBaMwhpFCRMxT0jMusYoscFUtS1UTq5JkRhmSi5MUfjN5IzRipg8c7BkMhJO+Y6SYDjKInF7d8N0nBiHgTDNNZip5lHUcxl8YMm2scbWVOyM95FFf09W9C2nwDHnHOv1htWq48Xza+bouZ0GUJ9v+eh9hjnhp8joE5NP+CQLHfNI1J7GRkq2lFiwRWFSRodEGEaOuz05K/rtM9Ga5EieD4TDET/PjMcjNoLtBrS2KCO0vpzFkldaGoU0Hyk5ktMs5UCzAdPSdg3O9bhqS2zUQiFo0MZh/IzxnjDsoRhKKiQ/o1GYrr7HU6RG1SfFKIhfLkv/5bPHj+kx/lQR8BHn9yc+96dIyJ9CMv5UcfHnkJQf+72fWmw8RdD84eb2bG1a7n+Zg5dNSVORhOvra169ekXjlpAz2ezHLNeqqRv4c972PE9QMvdarGf3u/1pU6y1PtnaNs6Ju5G1kiexcMEraiEFSbWHXxpa557/yJoSYzzLzxjEte+wrza3oToSdXWj0zxpjd2u12wvLylK06hIIkMK5BiIw0gJQZC9nCEbyAjVsiqb53GCCDlkpmlGZ4XVIpSfiuhRUpSGqipFHAOr9k+WpwSqnHIwSoqUlMmVcmYq3cfUDJsUK5IbkMcliQeIqTCHLOLnLJvEvuugwNi3hKQYk4GKohRVUOGpGV9nhcbSzKzXnjoh7aftgBQLpVQBuOwrFrpOriY7uSwZVXDqWNUnXlDqUunr5fTEGllhBTX2VW/rQybEJG58OdLU5FuxaraYJStXAwYWB1So2l2qpsRpWm1QPnM4emIuTy405Pw9zg/L/Wbrvbdc0lo/IheLC+ojHUnuI13RmUfUoDZo6ua/cNaYUR99O/25KNALgf0cXTkVLwt9qlQUxZxc4JZN+yMysuRmnLtOyff0MxaJn1donLxqPx7l/B2rjwuKPy401KnaW/yz1NkkekISOJ/IpVLTtdotdff/x49bHnvmlFTK6bk/2mILHPMYUvNJeVjqpvajQuYJmz7NEuIlRyDhPJ+cqz/6rR+/Az4pzerzn3UFOS8l5NzqOnfk5edLGnkW/qWfBmIKxHkUVMM6bN0go5TsP5WqBVeltxRJYh2Gma7vcdcvpEov8rpZUcXTT4veVDGRI6dJmqJOG+AcpSvUd2uurp5jzDciVjwGDlMEbUmpsF71pC9eQ+PQbSfOKSFyGAdu93uO3uNWG0xOtFnQiuM0IpagIlBrnCy2YY6kUgPPMKdCrhSRdGvtsFqEf7oUcUNThVISShWMkc2Crt2FEAIP9/eUnLi+3GC0ouQo3Y/8+ZvlFAOpyplSbVEvi1xOiZJiRV8U667B2apL8BlClgDMKO41MXjCPEnqqwaUAW3P63tMyqDEYUqRSFEWznnwxJDQRYIWrdEUY8SZJaa6KNfFOWdQ5rTJaZtGrgGlCTHi54jSkHJE6ZbVqmO7XfPs2RWrVcez51dMfmL10JCfcO6aAq4K6rabHh23UEb8DHHOBB+wRpOi6IVKgk1j2bQNl+uOddOw6jf062eyT9SFw03hZvcHKIrNsy9Rysr7LhktpTtzlA1MeHggh5nhw7ckP5HnERRcfP3XNOsr4tpRmoiPQn3RWaGywnRrdNvTXV1z/eILip/w+z3308Tdu1tc39NnyNoQdS/zQpbOY55ljvS5wf9JlPXPj3M0Y/n7+fgxYeHPLTZ+7DX/ob//2ON/js7jz33/Oa/9D49qXlIe5/byyeIzDOIkd3Nzg1KK7WbDerUW1D1laaIoiDnRtK1scquBSowJpcQtSinFarVGayW0J63p2g5jxD1Ka3FIk+v3jKaiFKnUbnzVVMl9XC2oEWvMXCBUE5UYA97PlJKlkGkaLi+vquNVVxGN/kmhuG23Ybc/EFLCbFtMo1lfrjBaMQ0v6dctx51nniLJi2lCCBMhTOhlU5wUJEXT9bzaXnJxfcFqtYEyYs0RVWQDrDGEOZJzoVESguqTNGDmYajzq2ySG6XAGBprsUZLU4BMmjMxiKNlzAmihij5Nypmdimi4kTvLLFtmKbAcUzMobCfPNoY+k1dh/LT6MnWmpMIXplc95vqo83GclmfNtVL0b7stZQCdUYO/8gYqNRzJ8hOzjLxLJvgx/61PhXaC7OEyp4Qem0k5yj7EJQ0hEokOogWtAPdqErJexSLS7NY1uiMrRSvGoLafH5o0LmOYsmdsMZQtFC+ytk+VS+bfnXWODg7n0rXMGsluualoXtOVXosTZbtdv0MPgn2ywt1uCInxizmS8vHJg08W00kmkb0H4sL63L+ZIsuH+SjJe/HBcdPGT+z0FgurE9+tmzWl+4L549bzE4XoKjmHBSpkpbaRJ2d+KVOWgqExwn3ETI/FXVLYXN2UEsxsqAUaum4LMdUn7Ocvj7BR+pbOu/gf/ISP3uoelQnRKEs5+Ox0DkvIB7Lt8X1aSkdzs7NJ49VZ8f7KN+plX/9u6Z+TqfjyJCTBDz5qRYaAYwjablhMlSfTiglkXI4HfM4eR52R3K65OpiW28uOX+J2uXhia4OKUl3orp3KKXqtV/IQRa5runYbi8xxhJDZBxHjocRpUXw9eLlC5IfxZpPNZSSmINnnGcejgMhRmzXA9L5COPIoN7JjU45wYxaKWKQSVRrdUIABNaUboBWIpQ0SoLbyOIctFiymerysrijxRjZ73cYA8GPZKMgedEwPGHzlVOgJCnOhfZXwNWORZKkda0KRhW6xtE4y5g9xUdyFIF1DokUooQsDQeMUbhGwqp0s6qToLyGzQWV8kmwGiexEQyTJ4WMLkUcnIwhVx7osiDnWvAut4hWNSujaU6T8Dx7csrVLUYKjq5vWa07Li42rNcrLi8vaGZL3zlC/JmA7dmwBWydM1Z9h4orprGVNOVhJHhxxzq5SRVYrcS2eNU7Omfp2p62vxD0zSrm3QPTccK1LRfPnolDyxjk95V0+HwsxJAY7x8I44GHP/yWOOxJo7iDNe0zbG6IqqPEjD/sSPOEigqdFHp9geo3dBfP2F69wB8PHC/uuH/zPbu7Ha2P6KaBpiOvVtLsKKCKhFmBImtHfNJs98fjqYXEn/vdz9FJ/NSC4KcWG592ND93fFyo1VXi7O0vydr39/eCNCB2tMEHgvcoa8BqUs64xhGC/UgPpZRi9h5nLZt1zc2oWRatdY8ohapItlJ1Fy6jUAghkFIUFyovIvUYIkbpj9aA2fsa1BeJMdTCQjQiFxeXojXpOkEwKz/9c0fbrLm5+4HRz1z2Ctu0rDc9beeYhmuaztG0I9MQOO5GpuPMNGamYcZWrroqGpU13WrN9bPnrLdCS0shY2TxELaPEiF9AVxDdWeS8zA8PJBiFMdDrXHaoI2htUYcBqtCWCcNqZB8xs8FHQ0qmuoQByUU0pzZdC3uYsM0B6YpMYbE7hCkeLSNhOY9KdoV0bRUK1lMOaMcfVzkLmiGOss7yaeLc9nxLQ9+rJZrDVJ3ILLJVVrcu2RvsWy+6x4xFyS/aykSitCyUqbkWO8HhQ9Cf8qhkGzBNhqTxTRD2BmSTH8qNJBiKqVCqPfCstn+nPGxBa0ck9EyX32cCfNJY+KTqedRz3Smo6DueetHcF7oL0VLDWU4WSmHILonffayy/MtxyN74kfaqrXiWtg0y16ZU5EGVRsDZ4XFuSHHP0GhcTweiOFPdAmrPabS0v09YyXJprpyv+SDMRXmkje1vIFTwJZahGutlCcVSZHJV4RLAuekj7hvy2e4XKCiIaicNjk9jwgHPJ6sWvUu/1BKOQWRPJ5L9ZPj1n/09MASVFl/8FhwnH9YUhN9fOM+hvF9Ykt7+tVPr9o6y6uzG//0WPk36Qwk/DhIKN1wLymjwQsKoTQBTaKQSjmJhQXNkDa50orZR8LkCc4Qp6Mcf0qknBlD1es8wdUB4P72ls32slqbLkF88m8+BPw0M40z4zAxDiPjOKA1rNY9tjEUFZnDwGG4pzGJbtMyh5ndYcdhnMXuUxsJ2yuZGD0oRQizCAwNqKIEIaCIC0xKNE2LMZquXWGN4/7+wDhUsaExVSgdMV1H07YYAymHimzUhbxCkgud5uH2BmegUUG6G0/gsIiuhXp9y2ylFqpAspSoiVMmm8eSOs+AV/hjYDoGEbhHgf8JhRrKAA6wUogKx1adipoS5FpviqUocEYLb7zLZFfY2F4KhjrxTdNECIFV34s9bZ1kV6tenHS6lgsjm6NxFPpC8AlrC02jcU6BThQ8IQzEONE5RXSfv2np04wOA8SBzhZKo6GIFeNhyExTopAIGVoHzoDWXq7OPKHjTBr2TA83GGtwThMOD6RhoHUNm4trpmHg9od3FBRNv8a2PS9f/4IUPe92d5QQGd+8YdrdocKMUpp35r9yv3lDNi0Yw7o1NNbQqganHMM7zVRE8G86R06J51/+gsPNDzT9BTEG3n//PW5zxeqrLc61NP1G1rKcKUpRtCO6fxxv+X+K8SQK6z/S639OYfNTxiLGPH+txz+DNOlkztjvhfbkp5nDXswVtNa0q56uWVUNlKV1DSVJ97LvVzSuYbvdYvQjBaprW7TS2KWRI69YTRgyMYgJwTSNhBiZp5EYPLMPkmJfoOTCZrVm3a9OgWymohfLCmyMrq9pqw7E1KyNp+dofPvt99ze3xJzpLtsME6TUiBlRbtyoFZicztnbvUDGs3+4Z7DYSDGwDgOONvSuA7TzPQ+wDihd3uGw8g0eUrOEupaCmmKmBhRxqG1kU2f0pjGiW1t00geSd1aFKPJeinCFEU5lFEUNZPzTPSePCW60uBsQ4mFMCeGBB+CUJTHOeFjIWUNWROTfD6zfxp1yhjJuygoYTso6W4/FhqygairyBn541H/KbSpBcVcmsvym0YvDWl1cmlUStW50cASmFyZJrEGP+ckJ68s9CotR6GrgJmiyEURUwYSkYwuqlqj57q+Shu31P1PIYkmTqB54hPW2HPB9lJonFyPF9rx2eNPzfOPUIozVOOsyVAQanfK4uaVcyZUBDHGcEJrtFL0bYetqOD5/HH6LD66rx+zMZYhJg4VNdIaY4rojZTsz1Ou4EAp1Xikfg4/UUP6swqNYTgQvPtxuLg6xSrDqdAoJ99jqWTVMvkYg3XCCVs29alyOZWSi0g4Y20tSBbOmlS6IVWxXJCTfc5DXfQiy2QsxYgcxIkmtRzU8vdci416SSwOOJ9AN0/yWz4jfdVnW8bHi6bw6s6ObUFCPjqSx++f1CmPj1GPV/hJQ3O6thfeaMRPB6KfmI8PBD9CzqicJbskF0JOxIVjXhIUQSiU1mhjiEmceaIzpPkAFFKcCTGxGyY00Hz2WZPxcHvHq69+iaoCsypzQSEuRPPkJf32VGiMmLan7zqUEztkH0cOx3tWraYpl/gwsTvsGedEzKCNpVuthAM6SGc3BBH/9lomzJikWzD7mZwz682aruu4unxG07RMU2YahRttjSYlT8yRpm/oWiu04CROJFotZoFCY/LzxKQKu9sPNAbWLol24gmToDFLIcNjoVEcuhjIhpI0MWdpDtTfKTMwK/wucLgblv4BqkRBVww18lVRehHHY/RZEqyqAXTQ4KQRap0sEBVOs1cN6tT1LAzDkXmeWfVdtbwUulZbE2PbVUu7avE1XXg4Dtzd3GMtNK3GNQqlErkEfBhIyUuh0Xz+pqXLEyUOlDg+FhpZEYPiOGYOx4QyiYjCWGitQimPJqLzBHEmTgfGh1ucM2RnCIcdaRzQF5dsLq5JMXN4uKcU6FJhYxpefPELSvDsfvNfmUNkfPuW4807bJHCbDoArufoA6kUfvHVC64uN5R2C7bjfj9ye5wwfUdzdcnli1c8++IX3H7/e1y3Zd7dcPP2DasXmfbVL3CNodlcSjMnJ9lKmIZonrZx+acqBv7PLjL+qcefEsYvzonnPz8cDozjyHAcWPU9q9WK9WqFcpZea7qmOektUoxY61itZM56dv3shPQDJ864rkFqJ3OUSpOYvSfEyP3ugWkaGQ57/DQRatKxVqbOe47NaoO17hTEB6KpkzDAihycuuKPnd4/Sh//meObb39gnI6gCldfXNJ0lpgirhia3mGdYbMykJSIqr00LI+HgWlSWKvo+zWrFdi2Y/KBrApZF+ZxZp5mQFK5C5mYZqGe2oC1BecsCoVuLKoYmlboZzlWR46TRbUmZ0VRDcoYQNaV4CfCOGLNCt0bIBNzJs6L/bASIXhWpCITakygUuZ4+Hy3LhD6lbbyeaS6U1aL8OE01EknvvwdHjfYwqqpVZVSJ2tV6Z4Lks6S51A77daJxkLZ82uiUEKqqEZdU7RoXBc61+LMlOupTVmoPGRQSVQe+aPruHAq0qt9i9KyIU9PmFN+7Jo9FRxnZ+mcRqoqQvgP6cBA9qExJUKMDNVeehiEfXEcjvLvQVDCF9fP6LuOtm1pXPPJ837cCClwcpY67Y1zPrlOaSOulKYYVAKKqQ5UGb04Hla0X/1TFBq7h4cTzPTphtm6ajlWxQA5VhFJLTiMERej1XrNdntB2/VstpuTKGwaRw7H4SS6btuWzWYrXsTGsFiZJUQA6r3neDzWCdRWEc1SQ9fUzBoytKSFP/Ll6uSq5GIV8eMjLJTLmeVeKbUCNaT0NK3BWSNe/lrOTuDSCSjnf3sEIs6LjUKRm/CjbsPiUHX2pUQ9K777krisTRX8ZLHEnIc987jnuLvF+xGrhfJDFsGbT5GQYhXSi/WcIrHAp0UZHBbizLC7g5JIacSHwH4/AAr7RHvb4zDiY8SWhFam6kXkLUYttrFzHJn8gHGK1aanaEfWCusspvqce+8ph4H44Y77w8jubo9PmRgKOU8Mu710to57/HBgGiZKjDgnIioJUStLNS0cTzzGHHHOE+OM1omSPSlBiJ6UAvPshM7gHMW2As/XxISSi0yOWVFiwh9HMAVnIlFDjp+vM9h0DSAWtaXI6y2LvQV0LhhbOyg1uIqQKCGSfCBOM7podNEYVTBKgqWcspRsiL6AqbxsJdSxUoPorLFsV1ucNjTKYZSWTqHWGCd0qBBEJLnb75imicNBEA25fEsV8RXQkHxA5URjFLkxbFYNq87RWC26D6XQJROmAR9m/LQnPIHvfff+DZucyCFwHEYOw8hhmDmOnqLBtoasFQHwWeGSoq+p35AoceJ4+4Z3f///o3GWtrE8vH/D3Q9/IMwDbdexv7vh5jf/mYLCra+ZX77ml//8X0kQ5DyiwkRjNLlxtNXZZy6eOEfUNKNSxsYNrerpbKZrwT5MMO3wuw/s3//AarvFrVZsrl/w8pf/DL6Ft3/478yHA/ub95AzL169Rhsg11ArlTH2H39D/2P0qfPF7sfGj4m8/88oNs67jZ/+/Pz7p39+6mvCY7Pu07GEcs1enMm6rsM1DV3XsV6va9aFgVLwFxcsTjIxJWbvTwgIpcjcWEMdT2tlLhznimAET8picd01Ld2loWwT729vedgf0DqTVCJlWRsEPelZOt3LZuf81EgzMBFCPDUGh+Hz0e9xmGi7DuOETpZTqf21WhyoLAiMjxgDfd+wWvfiKpUCMUVmHylqQtkjptlJUvhomUfP7v7w2DhVBWxGG82+WuY2XVO1JqLFoGR0LozjkRiiCM+VRhULRZ9W6phrdpcpaFdQJlNKEP1GFh1IigmUBdtSlCEpfUJWFAvx+vOH1rk6JFWkHSU8f/XYHlWUSmt9LCCW+1HSAspJxqtZNv+pWiuLu2AsiZSCuDvOgdv377G2qXa5osFUWmE6Uy1r25NDEyxUvoq41IMpnGlGdKkU/rrnqMgKtQMvO6X6XKU+6xOyquDH7vd6nZfzRvsfFyBLISRuXdWZLUR88IzDyOxn9oc9s5952O8IIXAcBlJFNkqRhrhWiu1qTdd2/PO/+msuLy548eKFNFrr65Wz4zw1qhfkpJQKABSsLdW2Wd5Arh+2TkkQjaw+mrM/RU/+1PhZhcbd/R3GPHYiH0+gomkbjDXiyEMh+ECqTgqliG2ecw3aOi6vLN1qzdWzF4QQGMeJmAtTiMQQCH5mvc71QrMY65ZXImexxRvHgdu7O7z3p4Cgx6AomYCFR5pOJ+b8BCklYtOmaapLxCMnLedEiJ5F8AJi9/kp3PRzxidI2Z+fFs5QjXMkBIAsRRwLynPWGToVLNWjshAoOTKHA2Rwbo1S1VI0JcbjHcP+lt39B/w80rdrQZJqJ30OnhADi75AIbz+ZRNoXUfbbVFh5Hj3nlIiOR2YvOfuYQ9FYZ6IaeyPB3wKuJJrEI4IzSmFqBJBBaYwMswHTKPYXKyYU8FHaBpL03dorZjmmakc2PnC7jjxcPNARpOVZfaeh4cHgvcM+4eadSAhQ41uhZMbl+6IFL6zT9UZRGgLIU5oHcllJoREjJ6YImrSgsI0HaYFrRusFktSKTJAZyghMx8G2ehpjybj5+Nnn7eLrgNtKvtqEa3L9WFLweSMo+pOqriTIDkMaZqJ44x4e1lxzFjcKWiJWZPnJPBzFji8WFP/rLHacbm+pG9aLtoVzjouL68e7Vi1YhxH4Zrf3UtIXO3QLhzxYRg4DkdmPzPOI9pAY5X4z286NquGzhkaq3BKLCL9NDL7kfn4gH9C+NfN229o1lvIsD8OPBwGHg4ju2GmaHCdIRuNR+OzwiZFVqZ2BSUob//+GwqRxln6rmF3e8OHb37H4e49YThwfLjl3f/2v5KLQq+umb7+FdO//3/gjKGMB5Qf6axGdy2beg3f3R/Ic0AfRHDaxOd0akvvMn1bcGVEjw/Md295ePMHrr/8mma94eLla776y3+JHw7EcSLzgHr3BqMVzhXsot0pEHLGmCfaTv2ZcS5cXMbP0Uz8H1lsnDjOZ93Lzznun/pan/7549c6/3kmJZimEa9msXjuOlbrNZvt9iM7zVIklPRwOBJiYJonrBGzhZwz4/FYTR/CiW6cUuLm/o7Ze3yMFAqvX75kvV6xbhuc0ewPB26CB2VQ2ghdBbDusdA4CVTP0oqXtXjp0qYkwYTj+PmFxv44cnV1Sdu3qGJIUeBvjcI4Ma6Y9gPzPGGsYrVu2W5WXFxsORwOeB+Y54CPEGuwpTEKZxV+Dux3IzllQopoo2j7JSBOuuPdqqdpHK+/eklrG3HlyYXb44F5mjBKnMEcK4wSbYUxmpClA48tmBaUSYKGxyTU5BAZ54C2DbYzaAO6cehS2RgsiPXnD22SOBFWWkqpe4vTLFAp5yKnUBilMFrS1WOWYkn8oiRSWZqoUihJ2roYt5QSickzHIfqVvU9WhmClz2OazTGGS5eXtL0LeveoY2rxYICVSi6iL5DSahfWQ7s1HithVd1gaylxmMX/vSeqHusp811H9//6qM/nlylzpoUj2wbQQNDCNWVbeJ4PHI8Hrm5ueVw2PP23VuGceDDzQd8CBzHIwWxHAZpNijAKDFy8MHz6uUrybdpZd9ybkH76Vy1zA3ydMs8U0hJmqtL0ZGSNLJzbUgu9FEJ4fzz42cVGkJDWhTotVNRD75QUFHXMqOQqltNrtQNbRyNNljb0HY9WhvmEKEoXNux2mx58fIV0zhyf3dTQ3BERKUX/l71VjL27Gfq8YJS6rFLUMrj98qMOn0tl6JUwrqKu6pDQFlSSpeLQdx/lBZx3WeP8jEqIVWvTIQfXfwLhLH8WsmnL1UhkZyEZiYcWKGlSMDO8iVODDlHpmlPDJ797o6SYdVHrJEOc44BPx4Zhx3zcMDPI7pIwJwxGqMVYR6Y/FSTtBWLAxOlitSzdLqzNuQQgIgqR1KIlDCSM8T0+V15kI2PUsLzlK5KqdBPJpVIygnjDG3X8otf/oqL6+f87psf+P7te2LKqJiZ58A4zmQPaSqMcxCnlJwIOZBCAO9RwWNKkuLONagi/tW5KCpvCKVt7bgrSoLgE1nnk7g6VspVTDVJV1myspisMTgJrrJaHIdyEQ5mjJiiwGpQ5wFsn8+V//L5Na6RIl1LRikxhapHkoWj7Vuh9tTJYzgEpiFy6VpuXUOOhRyKbJbbhrZ1rNY9yWpmZym6dr5KhhAwStEaEZVebDasup5ttxarWqOrLki6o+M4EkLAzxMphmpdKMnDpXY/G+ck9TvXzUvXkKzFKkVjNMPhAClz6Dqc06zWitZanl1d0bfdZ5+7292ES46SC7f3R/bHEVUinc1oJy27g8+MQdzjpqDoGkXfakyMNGkmHO7ZFzERGJ1hOhwo055EZPygSOORtZ6l2GXCxIFpf0uyVmx0KTT9Gg106zXGaLJpJa05JaZhZJondrsdyjqSUcxxJuXAPBwYbm+YDjv8PILWdJfXNOsLjO0BTTgeiOOBEkZQ6YS4mqIwPO2e/VPFwLLQLfTUZcH9U0LgP/c8f2781ILkR+nA9WcxxhNNdxFPrlarP3kMTy08zjNG5PlOz/zR4x7fmiAVx+HIh5sPaGdZbTc0TUPXd5gquBY6k1CfrXEVpRXR7DCOIuiOCYXcdygl9B9j6GsT79nlFetVj0oBUpKmV0onAeJC9QghinbjbC2NSYJLQ5BNtPe+Fhrj6XN6SmDfxWYroXnKUOrcnOZEcFE2p0j2BUlyf1Sj6FYNm+2qWvhaEppUBHUVYyTZv4SYGKaZGCOTn1mte756/RXaaKZJMjvGaWIOAXf/QNNYnJHt1e7hgPeeVdfjjEPbhFKRWDvEIUdCKSgMSjti1sSYP3L1KjWHC61BS7efUwZNOb9IPmuoEtDFA0akC9qQlLAmFjMaTUZV2q9mKTRUBUEKy3+qFHSStVAvCLdS+Jzxx5H5OOFHT86F0RxQSpOTNDn8lEX7mUds47i+CrRNh5+OlDhTikepgC4Rp1J1z9SkEshZvNtVZaDI7XKW4/PJ/mu5newTsqrONRWnPy/PX8diDbtc98u852PAVxrUYX/gcDxwf3fHbr/n3dt3DMORu9tb5jBzOBwoCoyz2Kbh6uICY4WuWErBTzMoxR+++5a7hwe2F1uGaRTthrVif601fd8/2tjW418seEsxj9oMOCEY8DgXLYWH3NNiGPNTxs8qNELwj1BZDfFYTukcxP936VkslmIL3aRperS2NE3HarUFYxjniHOOfrXCtS19v2K/e2AYB5xrMFZEY8L1FH0HSmGsQxsrHLv6c72EsFH77stGkMUmbOlGVxipUKEzLcKiioTkkij+EdaNMVROnT5zV/j5QxyGfmw++GMNxlJsnITqKZ0KHm0MMXimccBaRwNoU9DacioyyFACOU4cdjdM08iHDz9QMjy7ijSuY92uoCTGwx3HhxuG/R1+rlShpqNthd87TXuG4wFrNM4YVMmPCIuCEgOkzEnsrxLWTEI9mwdSgvmJutI5Cjxodd0uF6GECU824lPANI7VdsPffPE1Tbdi/n/9f/jmh/f4mMk+osYZzEgonplJYN2MaINmWfDKNKJSxNWunGs7luRaObcSLKTrzZ0WODEFtCo4lTEK/DwJmpEF+XFZEbLCRoXLFm0yxkm3Q6FQMeEpGKehcSglHuw5B/L4+QvvX339ms1mVaHr2tGbJtkMeE8qmc12Tds2p6Cg6RiYp8j7qzturu6ZhpnhMNG1Ldv1mrZr2W7XZGMIzomNZoHgPbu7e0ouOGVZNW0N0FpzsdqilZKk4xDY73e1ezmeNnECG3vyGT1RAW3TiHarKJpavOQUiW1D8JH93T1hmGiUlg7l+oKubbjcvmJ6woX35vaInxQlFb57t2McBjo8mzbRbyzaKg4fEvuxcJgUqmi61rDuwbkAaWR6GPE376mUXLF2TDNxNOyPN9iSuLQzGcNUBlzYc7z5AeMaUpiAQre9JHc9m4sLnLWsLgein5mGI8nPHI8HfEkkZ/CmMIaBVGam/T3pzfcc7z4wjQcwmvWLV/SXz3HNBSHNTLt7/KYnT3syLdrW+RWF4Wmc739oKKXqwitC4mVj3bbtR4jzj/35/+ghFL/AbrerIXMz2+2W9Xr90XH9mED8c19vQQAe3Wc+7pJ+PGQeKxQe7u8Zx1E+64stm+2GbtXjGicUKqTznVLCz75qw2bmeWa32z861mjN5eWlBPf14sS3Wq1pnOPl9TWrtuVw94HRHyAmcbArgLbSmZ09znk670+UkZhitbqd2O92Z68ZmaYJrTXr9fpJhivPnr+gbZycoxomF8aIV4qshPab5pmSgtCYjGGz7ZifXdB1Pas+MMfMGGX+T3WzoLPYuO8PR6bg2Q9HXreOX/zFX2Kd5ebmluMw8P7+94TgmZLHWrGzVSiGw0GoT9eavtMYE2veiWgKfAyCCBSDUR06J0yK5BjI0VNKFb9qA8aKcLqiwjmnkwPRU4YuM7pMqCKp6cooUhVel2oEoxB6iq7rlql5R5qqq14KjRQhRZxSFLtoMmpg5MOe4f7AvBdDlRSSZDwoQdy992Qy8TairGb+YmS92uCytGNQE6iALYFGRSm8lMYHj48TShu0cfWcPBYbKE6hqCCF0YJ2+M83nfqIUqlOiAoL9AhAzoGUE/vj8aSxiDEy+pnJz9zc3PDu3Ttub2958+YN9/f3fPvtt/h55rjfC5JQMl3f8/rLL9hcXLC9uqTrO7qup+TMzc0N0zjyX/73/wYF+r7n7st7ri+v6NuWVb+icdJkkELj8fgfGzwFpSSkV+skDdGcMUYKI+ds3Q+5s/n4p83LP+sUP1pb8TgZsmzei3Q36rb5BFkphdYFYy3ONaA0ISaij/gy4lyDj6kGnDW0/Yqr62sa51j1Eh60iMqUMmhjubi4pGlaQBYBV6lTy8g15yEtHt8nzuljYB+l0DhH14jbhtG68kVnpmlkngcKmRKW8KF8gik/Z5ScpOt7WjgqjvEj88PCaZXiSODHFMQJSQXxJs8pUoyRBoc6o0rlQEqeaZSE7N39DfM0Mux3lFJwqsPZjrLyaArzPBG8h1JEzFerX+csrrHoo1iJpqIgxWpOV6rNnyanRErCP21q5kGp+g+xV0U4qU8Ym82Kxlgci7JBrq9SoDGOaBpihHGKFBOIJVSak6FkTUqK4AvTGAgk2ZhlyT+QVFyxJczzJEhCFPpATJHFrKAsHwycND8nVK9OYkUDqNNk1zUWZSy26bHNCuM6jOvR1mGaBmsNrXM4o+mtojWKzhV0CpTxeCp8P3d0GlZ2scKr0LfTJF0IVbvRUnA5SQGpFC0ZY+F67bDXK+beMa8cXduyWa/p+o6Liy1Za7w2+Jg5jBNBWcy6R6FYrzb0Xc9FFcsv8OrCo01JjBwOh8PJcWqhTsQYz6gqplI1y4kGknM9zrYhpyKhX0oLhbLRFfkzWK1wT1h8j3Mm+SMlZXRJrBxcOkOrFTSKrJfMiUKIkHLiYQ5cjoXWKbZBMkm8F7MKYy1OQ+ecmF040UK1qpC1RZsN3WqNaRqMa2kvnqNtSzgMZD/TrjuskURZbQztakU7zYSYmQ4j7nAgO42PM+hEmAfi/R3Twz3+sCOnjFttcKsLXH9Jmnb46cg8i/1oUYrG9LUBk2v+zT/diHWx9V7QmUX7d04v+LTY+LHxj12AfPo6pRQeHh74/e9/z/F45Pb2li+++OJETViQjT93nD/9AOrm5bSOyzoh68HykDoP1TU41fyMECPTPHN/d8/N7S3WOZq2q1RELanU2opF8yTZFsPxiLGW1fpIrHafWmv61Uq6pZSF4E3Khfv7Bw4Kht0dfhxEP+cjrhdqdNe1rFY9fdvQWFPXLzFlmepaE1OSRo5rsNbVOcKw2Wzw/vORtIf9Dj8LYrx1a5SCMHkMmZg9IHN9SQntpPhyzuAaQwwZazMxV+QjixA7ayhZGkyrzQYbAsUYmrbjOIwYa/E1Xbqp2SNWWTRCKQVFYzuKEWQ8hASMhDhL0Jw1uNZinSX7RPHCooipoF1L0zQ02tLZRnKLXFevAPnMh6rP2R+eZt6Q/ZE8i6av5ITSBtP1GCvXQFEFXYMxlkJDVYZDvTxqjkskB08exVpea0GJcjaEYaL4gEXx7OKalBPF1mqu7injLM3dh/09qWRs0Rz6FStraLSi6RLWFdJ0IE67WmgIpV6liC4WXWlbmKVYrzkX1H0qwiQ5GRX8xM3yj40fFYJXVCNEYVvc3N5WOtQNu91OWDpaM80zo58EzRiO+BhQxpBKZpwn/DQzTtJwQoGtKKM2Yo/vXCOaQK1YrVcYa9nvdoQ58Ptvv+Fh98CXr7/gYrPh9ctXXGy2p6bOctjltJ96pEFZK0n3C60q1bXgYwrkzxs/s9B4jCJffPlP9KQkjiW5+itZK5t3ZeRmc01L060oSjNOnuM0cz8MNI1jtVpxsV3z1RevKxz0S5w1XG02JztcgKKqKl5bYow8f/FSxDDanE321YKVR4H38rXA9HLMBasNTks6sdFKJt7hyH6/43DcUciMWSZFbdKT0nJzinws2TrnSH18oavTP1V6UBR6yXL8C+3AWtlQqZrYXEqipIkwHbl7/4ZxPPD2zR+Y54lh2EGB+eBxriVcXGOUYjjsmCehTBkjVoht29L1LU3r2D0oUnVbijmfkAVtDNpaKIrIhO1WrPqelCbGMYu4zk+UrDBP9Pi+fvactXV0aPTJORqK0vS2h0Y2dPe7mTaOuKYwToVCQ8qOEg1TKfgwE0vBF050JUlmDeScSDVQqqRIKgUfo7gpKXW67hfa4Eef1bI4oShaY3SL1g39ekO3WqFtL3QV5UA3mNZge0fXt1xcbmmMZu0MpkRcGMnzwDTeUkoklc83INhauHBL+I8UR71S5GKIRmBRpRIqZbGxLYVGW4yzbK874saRalOg61rWmxWrfsXl5SWpKKakOY4T37/5QGgUF07jXMOrV1/Rth2XV9doY/A+kVI+ucctIV4fPnxgt9udCo3l2jbVAKJtW+ly15+pWqQ0zrLqO4JPTNN0EpFaK0WuQtNqTTGfv+m7PySGw46SIr9aJbad4qutY+UK+5QZkgg4h1h48JkhFFaHRGM1rclcuYwfEuMx4tqOpl/RdYbtppOE+cZiNDRNhzINuXlGc/kM16+w7Qrzxa+J04RKmjSNrC1olQnOEcLE5uqaXOCHD3fsjntio1iXCR0TymT88YH5buLw9geOH97QbK5YXb9kdfWSfvslPsF48z3H/ZHDbk/KBd32kp6b4pMLjT8n8F44yUuhuTQplnFOR3hKMfFjhcNPHcu68fbtW/7jf/yPvHv3jt/85jf863/9r3n58iXPnj1jU9eoZTH+McH4zxm6ZgWdjEg+eg/nnNq6scuJaZrxPkjOgPCUUdawWq1Zb7Y419C0Hc5auqarhcbEPM/c3nyQz6A+V1udkpbC3hoLBR4edszTzHdv3jKPR8J4JIWJ2/t7hmnmciVz3fZiy7Nnl3TO0TtXheSJmAKH4SAIZowo1CmFfLVe45zj4uLiSdSpt29/oHetNMtaifeddgNl1KQwUHLAOmEw2EbTNo62tbSdIcdM8pmQZAcTUmSuLpimbpifPXtJTIluGmi6lg+392hjpMWXCqvVRuYvcd9A1ZywTb9Fa1Vd8zzTPKNU4uLygnWzou1XNK5n3HvGLLRbnwp927BZt9i2o91sSLkwh1gNS46EMLG/vyWEwIfbh88+bwDxcEeoqH3Wwha50M9xugNbKJqavi1JGCfr1iJrSwZ8nsl+JA4DfveAsQ7X9KIjmmEeI3kaaVH8+suvSSVzCHsRQkfRKYz7RJon3n7zLcM0sL/5QNe1PN+uWLWOZ89WrNct8/6GyXDK4BC7W41KDUplRGvipSFqTE3dNqfmrQy5V90Tcr7+yJJZSQO2AJMfGOeZ//673/Lm7Vu+/eYbPtzccHFxwWazYZonxmmSvWnd0NtWWAKHYWAeR4bjAZDNv3VSRC9GC03XUX0CuXr+jBgiDw8PpLzjf/lf/5YYAn/zz/8Fr56/oPzrf4PR5tTIOwEvtY8g72Fp7n3sSPVpE2X5rrWmbdufdJ4+A9E40w2cNs5CzUAbtBHLtsa1WOtOtKaLyys22y19v5KJD+jKkkjphPpTKR79aoXV+oRULDkaBaEvdZ1MqLYRDvU5T47TZX9WaMhBn9AN6s+MMrhapBgFIQo6gip0XUfO8VSUPHmUx06UnLHH///RA0+PqYtNRQhSSqR4FqVVFg2JRqlMip5x2DENB3b3t0zTkXk4EoKHWKvS5CULYjpKTgMidBc7h0Lfr1hvL2h7h2ssrmnkSIrQ4cSQqh5XkcLDVNvEFy9fMU8H/PyAIkjScxFE6ylj93DPzfdvGJtGPtuSCTmSiiwMQgUqKN2y243M4cB+P4qAKRdxUlIzqFgLjYXyVI0CanhdSYHF0UurR55y0ebxE1NSkGmthN5nNM5ojFI4XbCK6ooBtmkxrgHdoFRzKjSKyRST6LqG1aqV7rtRmCKIRlCRQSuyKqdE788ZpVoUox/JF6bSzzSCDqQaakQuktxtNY2zZKNJTpK7UyOwaWMtWlGTbCF4yD7gjMFqQ9+tca5hu15XrjRQkcVY9TClSNGwTJY551Muia8WmvoEOcvkm+p9PE0zIY44a5hGx3CciCmCh91uB0QOhzUlN6y7jvKERPpt39CqhMqR6y6wtoV1V2htYYwKkyCZCa9gLompFIYE+1AYEyLwLFKAGq1lo9c5XN9LGJYqFAvKKbRtsd2GplthbIN2HXbbYdqZ4/v3pFzwcY/KnjCPRD+RlQLnCEUzRQghk2sooqkIpyqRFCbmww7b9mJ12nb02y3j/EAukFImzBOubU5Cz6Uofcr4Uw5TS1fM1yC3hae/oFafLm4/9hw/5bV/7LGfCrrPxeg/Rn1aGjohiMuh976al4zc39/T1DBJrfVZp/Cp9KlycoLKNctJYFNO65Y6m4vknyUxOUQxdBAL6JEQIkqb01dRmrQ8h5GNy3qzQRtDs3uQz4F63VaodjmFrmlRyhC2G6w1HHKUvIrVhgvT8PrVK168fMlXr17y+vk1TmtabRimiZyizJFGXITaVtxwjBLEsm07jBXq5k+1y/yxIfu9TCmRHALZG+IIKmpK8oJWZyk0ui5XaqZjs+4IUyJnSY5yBmIskCMxC5WqaTq2jaBDzjVQ4O5ud0InFbJp09Tsh1JEbqfrRrwo+XxSJCdPKQFQzNPMeh3p+wRo2rUjz5mMozhHdg3ZGkFWVMEU0UiqXhDluTWgM659Gmug5EAK06lZjDLMY0PJAd1VN7280OBkvSjVzjzXjXKMQfSJYSTnGZUSOUKMEH1hGEbev3tPTmBoCClye7it50T2C9NxkLyk48DkR8Kqw2rwE5hsibMmN4o4D/ipQ1mx0V30vDkJo0MoXwZrDa6RfaS1kuAeU3w0AAJ2x883XDkf5/NKTpmbm1vudzu+f/OGH9694+5wYAwBM8n8HUMgxSDOqvXYlhlLn90LhUKIgdlPHA4HtDXc3tzQdp18LrUhkKtmyizFQs6nvbNWGq2MzPchnLm0Lgf/+G0pnP5UobH8+ec0VX5moZFO1dciHl1gl7Ztsa6hW1/gmo6+X9E2Av1Z27Beb1ivN7imoW07XMq49WMXqGllInPOsV2vMErR2ArSnYQoUil2Xf/IXX1s/58KjcWu7CSUOh3/x65TGo1RYv+nioTY+TDR33Tc3LxFqcKHm1KLqqeO2uU4CTA+Ljw+PtFycZ2CfkoWXrr31THD4qyDnEjBC32KwjweuXn7PcfDjh+++Q1hnpmngxQElU+Z1ZGoDYcSapUvgXNzmigpc3n5gpevX+E6g3GKDx/enyhSspiKeF5u1IJ1hq5f8+zFK/7mX/0b7u4+cHf3jnGKBL9wr5/m6vDtb39Hd7OjLeAPB5IPPBz2hJS4/MWvaLZbxiFj3AXf/Pbv+O77H7jfDYQoNL0QIjFlQkqkEgi5BqvJlIpRqlIqH/NajDWs1iu0tRjbSG5I9e7ebrc0TcPl5YXYMK/EVcksn6mRm3iKEZ8SMWlSVKAsSjnGuOc437LerLh+thEMMEeccqxNx7iHmzey2M1P6LakGCtS8TgxnGiITiaIw25P9B5d3Vn6lWOzWtWJR7Fom2TTL9ft8TASQuIwyITeG9nAPnvxEuta2n5DQTN6ocfMkzw+hnjieq5WPS9evGC73TLPMyEEHnY7hmE4XWs5i5V1iJGYIuPhwP5wL05JVlOyIgfNnGd29/fs9j3bC8XlZc/VxfOKun7e+Or5ikb3GBIv1ZFORVY6oxUMqWVOmmDvGCgcgEOBDx7sAM/WMCTZeFhVaNuGzcUl/XpFe30lHcn5iLIaOotpOvqLlzTb59hmje0uWF28IgbP/Yf3FFU4vH9DnnaEh3vyPBMV0K0Yi2U3a9ZjYdUmXAPOQtKZqAJx3LF//4ZmtRH628UFz778ijkdKUqJGHe/k46ZEsOFWHKlYv7jjXOXoZQSh8OB3W73EUK7FBpPcff7sdddnm9pXC25S/M8/2iBsNwrC/I2TVO145yrxmjPN998cypajDEfPc9TQucK4meviiLkUBH4cloTlkct5YZWSmhTwTNNnnn2dA87un7NOM4Y7VDGkbVwr3MQsbcx0jjoVj3jMJwspufaYS3WosqjYcpqu0Urw2q1IgTPd3+AOcOz9RXPreNv/vlf8Ze//iXPtiueb3tUNeH4cH8vhXESBNc1LZvtpTSoMB9tZha2wecO21l0rDlQ40jMkTFqglEoVbOCjGhJ+z7CqrBZd3SdYTxOeD+glWbTSfbFIUpI383uyHZzyXZzidGarukY54nf/u5btILrqy2Ns1xsNhilmIM0rlxnMapmGZEY5pnJB8J4JIeZ25s7lMo8f/GMy6sLnj17wfWLF4xHzXBQ5KYl9CuyAXSSIkgHNIWmt8y+kEqL94YpP828ocSRMIl5T0zVOr/M2Kalu+iwjatOT+DHmehj1TxATBVJW/QQcULFAbKBMuNDYRwSNx9u+S//5T/j50SOjnGe+P0P3+CjR+WE0ZrrzSVaK+53d8Qc2XYOS2RIR7LTXK4K0WWmwx1OJYxTaKtQyqKUZRphOIr7VUYotuuNIGdt05Ky5GClKNqgGBMf7u6fdO6WscwhyUe8D/z3v/sNv//mW/633/+GtzcfME5s7qf9Hnc80mhpUnarFV3fMVCI80hRCucsMVQdTor4MJNJvHnzPfv9A8bInnuhOBpdt/IFWmtZ9z2pEXaKcQ7rWpxrZN0+DDSt0OP1Iuiv97lS55yRPz9+6lz38woNOIm9JW2xYI2VzdflJavVhvXFNW23kmLCOdmAWUfXdrRdhzVWkI5S0Hl5VmhqV0A2F1mSJLN67CDwcdxdKUUqsrohgqprKAsXnDpRlseDr25Jjx2hxfpM6Ecag8WJeK6K0Uvdkv4pPcXPGuqjb5/8+fE4l0NdXvIkZ6++yVB9qo2W9OmUiNPMMBw47O8Zh4OkjNYbeHEIEFSoFm6liH1wqaKpImiRiPNmdNNjlT2do6XJWQEWQSZzEUeS1Zr1ZsPF5TU+eKztMGasOoryKTPsZ4/b9+/47naHS5l0GMghcvQzqUBs1zRz4sMwsZsDd3cPPDzsOQ4z4+glUDAKxpWLFKGNFdvC1moR2PbCEe66Trp/NT1bNS1i8ScfhGTBaNabNY1ruLi4oG0bEVpZd8rECDkSy6Mji7aVZoahYGgwxKSxKlHCVAMIC8poMUBwBtM4crbSuf7MMcfEMMeTXaxSShbiuviVUtjvj8zTxKrp6GxDzoqUK4c+RRa7Q5mEHEpbjG4oKtHmINeQa3BNS7/aVqG8pNVWuiqUTCli9xtq0OYiPAVOtKi2aUScHwKluvw80gXTR2YMC6XSuFb8xf1MigkfAiFYcfd4woZ101nWrqCLovUZWxIK8V4ffWYXhDY15YK4aCp8LgyxMMbCHBWt1nSdbLBW6zVtv8K2azAemyJKJfwcyMXQhsptngeytqT2SAqB5AeiPzKNe9K4Yx6OxNnzMGeGkDj4zJQKGaF3iCmN2D4aU7uy80jy/tTBU86hrROLxAJ+nPD9RI4SylhyhicUaT82zguNEALDMHA4HE6b/nPq3II0/Bgi8VNsZZfnWGh15893aorVDiJwcrxaCodzS1jv/YnO13Ud19fXbDabP3ksT6VOfeR7r/UJefzIMWfpJhZd3c0XvryseWJwMRN8EN1FEqRL5u9cnUDr2lltQdu2hcIpe2pZeVS9z5qmwWgrWkOtsG2H7XratsO6RiyZfWDe79nNR0gZQuZwODAPgxjJ1NV06dxmcl1X/hEYA8CqbVFKrmGrwSgoKZFA9IaLg2V12Qk+EGIgpkBKkawKRhWUAeMUTWOIxdL3LU1roYqiBWFNggBqQQ8pieAnFDDPMwpYryzOSmFTlMIahdGFiDAUYgrkEjkcBrHH7Test56QA6EEdNGE7MkKSsqyXnUOq6ChoJxmEzYyp6qn0ZOVQnIplGQrVcxb9hd+JpdQ9QeFMAeSF/QsRdG1xGoiYIxG5SCFZgZdIt5nxskzzRNT8ExzYBqFVjTMMzEFLAWsaFWMMWhl6nlVJ0DvdKzAQpHP1ftmMcEZhsDdXRC0tojBxOxnmqZhvVqf5oUQPPv9nvDEQuPTBsU5LXS/l2ZKKdC2HU0vBRsxQW2s6IpsHA8H9ocDt3e3PNzfM40jwftaBBhaLU37U/PeGJy1NRFcwq211lhjUMB2s6HkwvMXz7nYXmCtJSZhDwgqJYwVYwX1MUZChlXdeP65Oezn3rM/r9BQqlp1FWJNbWw7QSh+/Zd/xcvXX/Ds5ResNheiz1B1g/PRAdaD1NVFof4wp0QMUikP04BS0NiKcGz0aQMDPGLGnDlznE38pRYPRT3SpDgRvR4JX7keyzLfYgzOdTRdT7fe4KaJjBb3CW2qbcHnjVNK5vJ3zm+eTxbUuqxUbfHJIjrnSPAzUSmC1pSc6BrLNB24v3srSMYP35DCTJxHyAldaVfzLBs33ARaMWmD1oaL/hpjGnKeiTFxd78n5MJr+xLXtZRF/l20uDSxFEJy3lzb8+LVa15/+Qu+/tVfoK2jW10yTAFjWs6T2T93/Le//Vt+f7NHTR49B1QumH6Fblo2Y8JdXfH72x03w8i79x942O3ED91H6WwU6WY2raNtLOt1x6pvubrYcLHd8NWXX7Bar3n56hXGNtiuJ+bM/V7oB8fhQM6lUqb0yaVpXbnFbdNhjCV46frf7G4ZjwfGFBj8SL9yrFY9ORVyEh621QrFzLw7Yqu4UKmGpukonaPbrkBn0sPnLyB3e4/P4yNlhMcN3zTPpBg43D/gp5lfvPqC51cdcwA9Fx52Bx52O4xrsa6TRXC9oWtW9JtnlFLok7jGbS82J/g3xMDN7S0pZYxz1ZI4Q44Mx714+R9HfBCby5TyRxs/5xz7/Z5jDLXTLZC82ItKt1eMIlrapme7uuJwOHDY78V6chwZG8UwhycVGl9ddzxfgUqB8a0nzSPFdKRi+OHB892x8O7guZ+TELSs5pgSDIXbCe5meL1quV4bts+vefbFa3SzQveXWD9UI4Yjd3d3NG6mMStK0fibH8jdjjKP4i539w3jw3vuPvye+bhj2AVmn3gzFPah8P4wc/SFr1SDdRtck3BOgtNSzhAn/O4ef9gzDzMxFVTXYbuOtulQwP72Dg1MhwPOOVSlnnzuONfFffr3YRgYx5F3797x4cMHLi8vWa1WeO9PFLpURcmfwvOfds9+DIVYigPvPW/evDk9Z86Z/X5PSonr62v6vme73dJ1HdvtVjp/tehZniulxL5eV33f0zQNz58/Z7vd4pw7cZnh4+CqpyAaCn3aWBkrNtohLJbUNWpsycdAQdGy0TCWqDyhFOI8c9ztGA4HpmEUm1bjAKGJKrXMP8u6Uri4uCJ0XlCuEJi9MPaNbXDWVq2HQxmNnmdWl9dEDFfbDeuupymFw/v37IYH0rCnxEyOBU9hpJCsQbWOUg1XUAqVT757T0aCAF4+u8IfBkqMrBqDs4qQPTFn2s2apu9pnDhZphw47I/MXoTZox/JukiRbqHtDVvV0qWG/nKN0RZtIyHKZi3mxKq3GK1oXUEROOwPQv+ZAkZrXj1fsVnJhg6l8EE+vzxGEoF5EsRk9pm7h5GsHbrviMETkyfFmRw8OhVMTlw2a7YvX+GUokGRUqHdXFBQPJ+f1hiwRonGDUR4rjRFFwqR4TjWsF5peOYgbIbhMDLVDLSYwbWyF9S6YPRCIc5Mo+fu/sjNfs8xzOyngbdv7yUXYhZnsk1rMM5ydX1FYx0PhwN5kvtBZWkMLrpfLZQKSqn28SWRsyFlw7t39/zu729IScxe2q5ls92wXq948eIFKYmeb5xG3r19x+w9Nw93Tzp3n2oXjocDD7s9b9+84Ycf3tBsel5/8QWb7Za27zjcPTDs9rXtWNgfDzzsd3z48IFvv/2W8Tiwu7vHGE3XOtrG0fWS+v38+XP6vufZxSVd3/PixUvapmNT78911T01jexRmkbmtda0YsYQpHhp2gbXOkkS71pWXce6N6A1PzEa42eNn41oVHLSadIzVtTvq/WGzfaCzfaC1eaCU2t+gX1z1XXkR5htASNUvXAWmlCMSSpsYHEXOgHHZ3vWhUt6WnCWro5Sp2Li9PAT3AGl/HG19oiVSJvCWIexVrr9Srzyn7JdVqWG2BSpGE//L+rTI62H+YjGZAqJREgBH2b5BAoYVUi+Jc0T/njEjwNxnqp4O55Eyo/nv1BSEaTISKcgpYQiSYpso2qYmmH2QcKd5ojOGoXBKCfHmheER+DvxrW4Mz2OwG/VH6o88nw/dyQ/E6cJJk+ZJOG8aTsMheM8oY9HjtPAOE2kHEFJqJ915oTArdcd24sNlxcrXry4ZLPqeXF9wWaz5tWrlzRNy3p7QVEaXxQqJJz1QKFrGwqlUi+MuIVojTUKrQolRxKSjpoLxByJJVBURjlFMZlEIOZE8AmdZmyJct5LxGiFLRmdE9GLGwxFNizNE7IgYgz4mdNCDtRjLByOA8EH0TnMgeMU6OdEVjNzKNzvBh52A7ZJuKYQS4NpMqbRaCvdk84IxNuvVhTEeSkXRQji2KWzOHbJxq9qdqqmSmtJBvchEFPGGM08+6rlqHdHkd9PuVpNKiMaBiOcc1Dy70m87mMqHIcJbRS73fFJdtTkgEpF8gJyhJzk8ytwGBMPQ2YK6ZHzroROGCn4WJhiIStN03W4VmBrZR3KGLISh7sYAuMwkptMCZ7iR8L+ljQP+GkUUej+A3G4J0wjYZ45zolpztwPiQefOYbMnBURQ1KWrKhZRlWnVqTIyymS4pLrQu2wijWlhKR6/DRTSsGafzz60nmT4bzbt9vtuL0VIetqtTpRmc4LjfNN/6cb0fO/ny/0pZRTEOTNzc2Jj5xz5sOHD8zzzP39PW3bcnV1xWq14tmzZ6eio+sEiW+a5iPB+jRNLNaQi/vZp0jJuYD9qeesSiSWd8u5Z85Zm40TjWo5T4hIPHgvXyGgrZMufM7kGOQxC/87pxrUF0k5Y4xQrOzShFtcfap7lI+BOXgKBW00PgTImTlM7KJH+xHlB7QSj/9kNNTcK2uNaBZKRTJyXRvyI3XqKYF9qkDrLGhF4yzOaMCJY5JzKGvFsCNlQphJacaHiZA8uRRsK3o5rRUWS1sabFGYVlOKbOyXdFWjFZumx2jJz6HeZ0lDygajNc7JV9cKRWXdOyiRMBpy0thJmn0pQZ4Th2HmYX9EbGQjxiqhK1X/WGUMyjqKknlPchVkLbb58/VoAD5ErK33V04oLXuDQiLlQCqSoQGFEgslgZ9nxmEkFUH9S1GUUvWMSssHojTTXBjmzBwgK0tRDZgGVTQOA0iBp+p9mrIY/FhrMcadAl6VUVVvJJoRyRIR4Ug6oaUR7ytVOsqajNLElNHakbJomOZ5ZhgmfAyE+Wnn7tN73lfKZSmSOdL3Pe16xXq9pu07mAMqRHG3TJEcE/M4EWZxvzRas91saBrHdrOmaRyb7eZUaHRdx8uXL+m6luvr5zRNw2q1EbOHys5YCg2tqxC+JqXnkiXyKia5jgrMMVIyWG2lEG+eho792PhZhUZCkZWmqCJKfm3oV1vW6w0vXn3BF1/9ksvnL+lWaxG6pCjVeYw1F0DEzIu4uSRZBIy1ojfIGVImzMI3LM7KDV5FyAsasrgGlGoXu9jOLrZhGrnOTzH0p7GQvx7/tqAHqXboKQiM2a1oujXKNlDkA3mK65QuGZ2lsMgLkPNIyjq9thRTi7tXJpPxxTOkif285/bwHmKmzJGw2dCXzHTYMbx5yzgP+GFfN3w1eKkmQudYaQmpLsw1dGxiwJhAv9rgXMv64pJ21XF7v+eHt2853O0xydApQ9v0pCgCplQk2GilWi66C3q3EnFYVugimRoUU9Gqzz9vADYEbBZI/+i9fFato6x7HoY9fh64Gz1jiGAy3bqhO6PUFVX4+uuv+Iu/+DX/7Ne/5P/yP/wrri42vH71HOcsXeuYfODD7Y6Hw8B//+athOmEkZIz65XDGM2q7080HxCb4RRnpjGRcp1E0RzDniEeKa2iXVty9hyTWEkeH45cmMhLG7EaWiO5BVYVcpg53Ix4PxF9RCvDi+evPvu8+f09jDK5nAR7xRAzvLvZcxxnSpTFXtsjU2xqdyhzOEqAUNP2tN2aq6vC67Lmhd3wqt+wXq14/uxatD9a4asf+DgndoepCmfFuvR4EOvMlCR0smtarEm8efOW+4cdsxf6X9NIwZpSpGAIMcmiUcAXg7GGpuswVbzkQ5HAyXEiBkVKkW+++0DfW0KcPqab/Mwx7e9lk5YjeR5I3nPwMEbDN+8m/v4h8jALbUqTMXWj5HNhPyU+HANfPNuyef6c9cUl3boH04C1pCkzDwf2Dw+8++EN677ny8stMU3s/F7crMaBGD1+f0sMM+PDA6MPvH2A3QR/dzNyO0ZJbleGg2oYTY9RHoUmlCxFUKpp7/PMPI6S8lwSRRdaZ4CEHycGN3B3d19zUnpC/Pyb9lNEAx4Rh/1+z4cPH/jNb37Db3/72xMy0LZCCVjQh3MtxXnC9flzLffiOeJxjlwsP1uoTn/3d3/Hw8PDiQ716tUrttstv/rVr3jx4gVff/01r1694vnz5zx79oz9fs/79+958+YN3333nXQSnz3DOXfarKRqKLFon0opH6EbP/vcIQJ9WYeqZkxLSm+q6HBd9k4FyZLivBinxxA4Ho8cDgf2D3tSBtt2xBAZhwNKga10teE4yEapFLTSNF1L03Q0J2tvsaOY5hnlZ27vbhmqwYg2hXfv33Dc7RnvbpkfHrhcdVz1HRfXl1y/uMZ0Le1qBUaTrbASUo6i+Yq1ETELYnl/f8cwfH6hkf3M9XqN1YpNZzBWkd2abDSq34B1DPsDfp45PNwwDTtSlqA3019x+eIlJclexZVEv+pRxmEasbJ9e3MDJGxTaJqWVy9eYpQix5GcE/PsSCkzeckguLiQZOvLi5XYxdvIMDqcGtm5SM6KQsNxKgxjIb174CHMbHrLdmMx7pKmvUBbjXYW06/JzZqci4ToFnBNI597elpY1e3ugaLEQU0lSQhPEtEntNWcUTX5WGWhUu8fDtzePKBtgzENmIyy4JNhCs0pSDjEzDApjoMj6ktUt6K/7mlyps8JckTNO7TK7I97MSxpGnrX0K42NH2D6TLalWr/3WCbDtd1EtRHIMye4+gZJs/kEzEVfMgMc+RhP6K04ptv30lBmyQUdrl3ffz8deJ8rhOtVuFwOPLwsKuWzWu+fP2ai2fX9G1L4xx72zF0a3b7Bw67B/Ic2N3cMQ8jTmmurq55cf2c7XbDl1+8ZrUSNGahbkrhsRXdSSsuhqbOP1o9dvDFebU6rqZcm821GRoCxMh0H5i95/nVJfFFZLvZ0H7iAPiPMX6eVUGBRQxstRU71K6n61YYI52eWDnWkvRbBcQLfWlZeFSptloVIyn5UQBQFieQcnJZWvjcsqCopZku3PnKKZbCVZ/4nx/DH48Q/vlhQKnOMGePqd0h65ykGS+uV+X8937+OI8OFBF7edRhlEdSl5wDavegniut0daIw4BRpJAIcWaYDLvDHj8e8cETK92kLF0BRBB1utjqIlVUQWfxxhb7PglL6vo1l9fXdKueJVPE2Ya26WiLuIRlbUjaELUiKl2thjPTNPPwsONwONbPnFN37FNq2M8dutTmCAptDUUpdN+i+5ZQClMKpJIoZEEyzjYnpRoDbDY9z59f8uLFNa9ePmO7WXN9dQEIJS3nXO3mxprvMOPnUbi2/ZrGWTZrKTRCjDXsKpJjJMVMyoWoktg7l1Q7UaV2A4XLWrJHEbCq0GiwCizi9qRLJsXEeDwye880jlit6PqfZh/3Y2PTWhpbKEUTciIX8NkSs+ghQlIUI7Q4bVuKsuSihDutHcq0ZAwhFWYfOI4j62lkDjNtaTFVTLbQOXJ5TDoXJEPE4NPsK/e7OtVp6c4um0kfR6ZJaD3OJqiuYIKEzISiCCh0hlQUhiKgWhJx6zxHMVXLhTwGcsnsDtOTrrowe6IOmBJPqElIGR8Vc8zMMZ/EkE7LROq0liII8KmQijifJIo4v6VCiYppHBnGiXGamXzE2XjSoeBH6brtHwjRE4eDUFnmyOwzg4ejLwwhMYZUHb8UB5+4H71slFwS6koq1Z7YS8c61vk0ShNIneZf6i0qnHxjLMY+EYb8ZJyEkjWJehzlPlsKhaXgWMZicXw+/sjM4xNEY9F6DMPwkU3ygkbc39+z3++ZpulUiByr48zhIOnNh8NBqHvHI2/evOH9+/fc3d0JnzsErJXQqr7vGcfxhGp8irZ89lg+kop+l7N1p5RFZ1ZfR5uajbG4Mkqx67Sm7ToaJ1xuSjkhHOM4opXCWVNF5ELL0vX8mVSdHrWu65OqRc8jjiJawUAInnE8cjjsCbNYh2Od0Fq7DtWKM0ExteMcAilG5tnX+UHQq3kSxPPu7lYCB59w8kzVCVhrsFYRjQGjJesiFYZxFnOKGCl1jbLOgJUm0eLERpF1OqWMHyaGYeR4PFbqOPW8ZipFApZrQIk5hqkuW1qDNRprtRQbUXQIknGiaaPDl4QtYrQSYsaHyDyDr/RflTSkgrGB4xAxCnQW5ODxvnoaAhlzJuaEPu1FFFkZ+V4nOtFuZUoUul0IgiCYYkQvESPZB6ZYOMwGpZDgv1yYA4SgUapDaznnOovTFyVilMeqTNs1GK0JRbK7HsOZE5I+zgldS7kIequkQz9NHl+RuSSHWrWZwvlWC9Zb9yd1JnnSeTsfSxM8JdE3Kq1Ec6LFlVIJ7I9RSujS1lU0oufy4oKubem7ju1mw8vnL9hsN7x+9Yq+73n+7BlNI7pQ6yyrvkcbI0h5tfc9sXaWY6GGLS7yBa2o23FhNqAEpfRRIieOI61r/qhBtDzfj7/fn7ZO/KxCIydV07oN2+0lbdvxxesvxSJPO6bRcxjfUermVWtF0zgaa4SrX5OUq3mWFAclU1IRCDeLW4NWNbLdVwTk7g5jDK4G4jTN4gIk5zZFyc1ALeLmLDasOUs3N8sFIOni9cI6TeSlCqGq85AWHuBqtWK1El5uyQtg/ZTFN6GVIDNKnYWmlMfvj1J7GQtZq+06tg5i8oz+yC7fc3934GE68ubuFpMjNk2k6IWbnRJh9jJRKuH5xqqtWZx4StEYC/1lx3q95i//6i959uIlr776mvXFBX/33/4r33/3LaPtmJsVTcq0+RE+9RSmIjkAN/cPHH3gfpgYDjuhg+TMql/VjebTui02izRNac3q+gqco//yFXq7wb+/4TAOxBrQ0xqNNiJyMlZg2aIKX339gn/5L/+Sv/jF1/z6V1/irKFtHA+7PX/49jvuH/b8/e+/42F/5O+/+YEYA47Iqm/55au/5mK74ouvv8BYx9t37xiGkZ0fGceRVG/cIRV8LmAz65UiFi8uV/OIH0Zs0VyvNNdG8cw5SInixeaQKgj77vd/YPIzh8OB9WbN63/5Lz77vP0Pv7pm1Yt3+BAyMcMhOHzSbC9hnMFHQ8yavuvEzlcuPNrg2QbPOE2Mw8B+GBl/+IaYPdvLFUW95quvX4mgGAVBkXI6IRchRtFieM/9vWRlBC+0v812jXWW7cUW27Z8uN9xe/+AUnuU0hgKWhX8POP9TNSWqC2yrGQsSoLzsqZ4S4qZcZLNTBgmnFN4YHGf+5xxe3dkGwNOJfyciLFwnBKHUBhTxheZX3SBS6PYWo3TQhdpjeI4J46hcMyKcJyY47u68S/sDwfevH3DMI7cHiPFZEIumJQo6UgIM/c3P4jj0TEQQ+Fu0owRfthF7n3mfkwcQ6ZRCqc1v/mw4/1h4Kut4dXKsFKZnsLhMPJwe499duBq8gzDwP3ujmnYQ5rrRr/F2IZ+tWG1WbG5usDOn6/R+DFr23PdQwiBh4cH3r9/f8rRWIqCrutOegljzIm+5L0c+1KonLtJfYqgLE2pruuw1rJerzHGSCpvpTXEGPnw4QNApWgYLi8v2Ww2fPHFF7x+/ZpxHBmGgffv3/P73//+ZMl8eXnJr3/9a6yVJOyu606NjRifRsPIWQwrSkWhF4RdASkVQfedrK9tJ+uT9wGGiZAK4+y5fP6SX/zFX/DlV19ydX1JSIn7uol/uJe1tO8lXHOxYiWLuUpM0pntVtJU6ZrFYl42bI2zeKu5Oz6w3z3w5u0P3N7ec7294uLlK55/9RW/+OpLdKOxnSamyBA80zSyu7tnHAbu3t/gfeBwHIghcRxFC3c47PHh892TDLqKZA1d57BWMypNAm7udhxGz/7+jnkceLbt2KzWXFxu2GxWvH+Y+fAwM48z03jEakVjDQ/7A9+/fc8wjXzY3eGs42JzQd/1rGxTLeJFKG2c0H2unl3jnMUSKCS00acQ3CY1dN2KkArFOLqNphkS3ZRJJpBUYJoDYT6SgqbERjIqSmG9HtnvDdvVii9fvBAamhJa5HD4/PwRgJgTcxARe6qbVG3FCXRp8OaQKCkzHWf8FDnsRqYx1gwLxRgiwzyzGxtu9uJ0aawWzYZRFFqMeUmjCmuVkGDCI0YFLtuezhZeXfVorXjz/sDsE32/xjYWYz3KZuaQOIwjtmvBaLQFbeFhP/D23S13u8AUomg2MLXp+snmOz9SMeWtff49e06bWtzzlgaZGM30kBLhOJDVxKykOWaBTd/TN47L7ZZf/+KXsqc1mlW/4vrqmqZt2W43WGMl30bJv5+aLCdaKbWhWhsTFcmg7m2VUjRdizam0tsgRGmcHYeZ2Ufu7neMhyMlZ14+v/7jfJCz93v+9VPnu88wX66cQGOxxlUnHss8zez3e8YgTheNc1hr2G7W6NohlxCo6tH9UZeGys2NLEGA8m+ZnKkUDPEBN8aIIxSPnPNYu/jGZLTSJ9/92c+nBNqUUnXBEkchrbRwVnMWvr01aK1O8JJ8gI8c4ZJ/vKr7qSNET87SRSyf1i2qitdPaM4yHqlVRskHr42WVNO+E71LLORUObSqkGpXOafaGtNL9f4JqpPlM+i6jvVmw+XVFdfX12y3W/r1mtVmU5NQMx1G6EsxSlGmFXPO6JSxqxXGOiTxXbzcU8qn4uzpvvK1EFPCz2y6HtW2KOfIxpCUTIzU49JGCkX5UpXPqei7lvWqp+uayt2FafYM48TD7sDucOQ4SoBODDMlRYzJWCyOhFUZq6QrMhyP7HZ77u9uGcYBbRvRtRRFBJxSIqjKEZ2DcFyTx2mL045WKzQVZcoVrsmCaPh58esXpEQ/wU2kbzV9aytlKqMS2GzJGNrGULRGR0PKWrqf9pGq4qwjNi0F0VKgqglEisy+FgApAKUGjNWQzNrxzCWfwrlOKdDBQ8l47wR9qo0IYwUlDV46nUuhITS9iHLgtDk13p3WdNZCNoK4qMQ0R1SR+1Qabx8X7T93eB8JIaF0qqYRYgqRavfXKvmcnZLitrcypwh/v4ilo48cZ3E+E358wfvI8ThwGCbGyRMqSiMrgsyNpYjGJcbI7BMhFkavGKM4Xo1eulTGGJq2oWlaQs48jDOXTcPkoDGAEQeieRwJ8yTIhp+Fmhe8dCe1dG3F7MBgjMW5hpj/8Tp98OgE5WtXfcmkWFyolsVzoVEthcZ5loXYUcZqDPCYyXFeYAAfIQxLEWGMORUYS0DkEti5jFApR+cp9TFGdrvdKcE854y1lv1+z2634+7u7vS4Rbux3+8/+zyVnMn60VK6ILTbxcpdV8TJWkPbdXRtS9O2WOeqrtDRr9ZcXV/XAkvL+ljkfjjpXZa1DagvItqNej5iRTq6TowadNVpLGtoyYJQFMThrFv1bK8u6TdrbNeRiMxB5opxPDIcj9zf3zMeB+7vH/A+cBxGQbem+YRyhSeYEIiuixM6J2iyzFvjOHE4VOTUC5ohLj1SAFgbsZXela3F1uJAKcU8i1GBn31935GgPMNxrGiFFGmJjKXy4Is0RTJUil1mmGbGaWaYPMMUCFGT0Vjn6LXCowkFoSilTAyFcfRkpUgojA7s9wMqa+ZNAqtwJkrG1hOojsApMG5heRSlUMXWxVefro2cUkXcZ6ZZkChpnhbGoBhnzTQqplE6+sZIjpa1lZFi6meSlKDnUZqvmiW7amkGSyHivSeVjCGiyISosDHj/cw4Saq7OWWUpIpSCRJDqjuoJVSwZoU9brGqtusJqMb5/uY0t+THeULc2mS3Wqo+QphNShp7jaNpW1arVc2XEuH3xcUFzjq6vpf12NhaWOhT8QCLRAAWeowAkIpc4kdrYDayxsYoiFyobmELKqVyQmdzauL8qTyj83l30dP9lPGzEQ2toWjxLdbaykH7wN//5u8JMfLu9gOH45GL7ZbVquOf/eVf8stffC1ixBxx1tJYV+GkJeJcfMAF8l7oRbLZyCVyOAZQGhcizjX0q7WEs1Ta1HEYiSFwoTSlUSKszIk3b95weye8z2kcub6+5urqir7vxA/cB/w00/c911dXFC3VbgqBHKV6V0Ugr3yawD5v/PDuW1RraVyDylEqrHqV2KZlST//qAIpwovUMaFCqoW3YfP8GesvXxJyZo6B4/6eD9//jjxE8lAkOyFU1MSIVkPVhSYvRV7OGBS/+NWv+Oqrr/mbf/VveP7yJUkpEvDi1SuMs9hfJGwszIc9/rCXDI/GMobAYfKYtsVttmhjsa6V5nZMzF42lqne/E8aTYNyQou6fv0VdrXivdUcg/DNoyo4YzBqgaurED0hnafViuvtFVfbKzrXEoNnfxx48+Gem7sH/u5339aNjCflzLbVWAzPO0XXQBd3mDEy3q/wsfD//Z//Z77/4Q3ff/8d4zTy+quvWG8v6C6ucN2KbVvoHKyLpyGQgicTcFooIillwpiJKeNDQZmMQfQI3gdiEI7sIsT83NG6hDWOmIU6MPnCGMAnhXEbetfgiiEX6QQarWsx1p2Khd3unq67lUCw4LG2YRxHseK7/YCrSfIhBBFKmkxSkZgDoz8yz56QZkIKTH6UrJo0Swf52XPWXcfV5Rrvt3z/3Xfc3t5CDR5adQ3r3nHRW66ftSf7xL5fc7m9JieDny0PuwO/+d13+AA6OqyDVWvq5Pt543icGXQimYIxTugfiPj7wsHLDqxWjEnxvG/YdI5pksLg4BMPJfHNzQMX3xWuGsOr1jL7zOEYeBgC374/UADrtARLOYVtNGRNzJqsNV5pHrxinOHtrnD0hbf7yD4mVtuei7bhxZdfstpe8Ps/fMcPH27ZOsVla9gYaCz4cc/ND9/irl7z/O6G490Nx5sPpN09JXlihDkUbL+idQ2rtmfVb1D6KRu+Px5L6N3333/Pb3/7Wx4eJCBuSZc9RxNevXp1Kjzev3/PN998w26343g8ngrhcxE2fNwEWhANa+3paxGbL7SpRyoup7/f39+fkJaPkunr6yzdykVDAvA//U//E+v1msvLy8qZbp9E/wkxYqvxSEwLJVgEsBJsJwLRtu149kysdrUxoDTaOIxr+PVf/zX/4//t3/Pi1UuKymgDXedonKHvO0FDmmoyUQtKXRQxJu7v75m957A7Yqxhu97QNR2tk023vxxwxvLDd98TQuZye8V2fcFf/bO/4pe//JXQRmLi7v6eDzfv2T/suLn5wPFw4O7DDTHEmtWRq2PQIzIlVuqff8/mrIlVsB2y7A2GKTD6yJvv3/Hhbk/vLI01KDRaWTmOGFm1llfPtlDWqHyNqsWpMorff/ediJGLggjhGEjHyHAjLm3XLy5QRhOIGKsJKdC1Dc8uVlij+e+/+4Z5DjwcBsY58Pb9B3aHgX59RdttuH7+mtfXz8X6NXrSLK6RKUTevdthm5Z+s+EQAoeHt1ysDxiv6RvNs5XY0vrhaTkaIXrGScxPrDUoYwD3kQYqRI+fAh9ubrm/3XE8zIyDzCEhQSotsXSMfs0waai2v4qM0ZVJUTfCsWhKicS4x+pAu9lRelDXBY3icP+Wh/2ET5aiDC+ft6xWFpUbUjR4P2FtQ9e3NG3DeJwAJde3cgxD4GE3nUqJyrk6NbaVoqJRiJ70M8cyv+SceXh4EOOIeSLmyOXllvV2c7KxLYuMIGdK1qzWK1brlVDCa+PIOSfJ9l17okpSIKSM0hprRY8liMYj60XXRpW10pCbK1IcgsxX1hm00ez3omkEA8qw2w/s9gOrvkWt2pOuEj6mTS1fOedT436hmv6k8/RzT6zIKMqp0xRDxCvN8XBk8jO7hwf2x6PY2Pme4+Eg9JIYSCnQOkdpW6wWH2A58EdvfeB0EnWF7MTf+dFVY9nz5yzd86VzuiwYwc/EENjtdtwvhcY0ifpeiWhUKSWdidmfLhSqnC7nE0n27EL96Xy0Hxv7w479YScVbhKvb2oqeZPzScyz0A6WbrdwIT0pBKIPxBBQ2oGyaKuxtsHGFrvupfMxeLIKxDnWG0uO2dRDV1XjsrwV17R0/Yq2a2maljklUhHL0fVmQ1vAFcXUWObqRW6cQfsAncc0Lc1mKxe/MhybRvQKKVUHoU9Rmp8/itYULdoM1/W4vifjibm6/lREQ7F8go83iNGyYXBVaAww+5lhnNgdjkIJ8qInWm7g1hmcUqzaTNcYGiNdxeGwZ5giN+8/8P7de24+fGCaJ9pe7HBV02GcEz6oKhgirkShxOSMzRmbpLMdonTHY672xUUcMopStRMkZgtPOnMKcqm5GAliUhSsJJVrh8JRqiBTOptyn4nVrBQaRhtOWSrIJi6EyDwJvcs1DTEJ/z/EcJqEhEYVP/oSbcBjOviCXi6caijkKIFUShW61nCx6Xl2ueLV9bqGC2m6tmez6YlJM1lLCp7GKCgarKVtFNfb/kmFhnCTISslkLPSlbpVaIxiZTW+dqcerULVKVy0FMUUMw/DhEuGoBzBL/xrcfkyRkSP5dR5lUTZmAuxKGJRzAnmVJgSTAmykgXjYrsR3dGzK1bbC968+1A3pVruUVMwVho2KYqWqKRIiRGSuGiJsLgQiri0qIVGqg3G/NME9n2qs/hUc/GpCPw8xO8cwfi003b+fJ/anS/rwoI8LM9zbuxwvpAuiMm5+9WCrizPM44jDw8PfPvtt2w2G7z3dF3H1dUV3j9h05ch133Pci3Zxe2uabDW1S/Jo3KuoetXbLYX9fbVXFxds728pO06uSaU6ATKor/RpmZTseTInr4v9+WcE8SanlwLqyXTqm1a2ranbXtMLx3oy8tLtps19w8PHIcD+92e+9s79rsd97dCmdrvDzI31PN7jrKLuP9pKNqyiSwFcUnKUjyFGAUpHmdarcGYk34p+MBsoSDnxSiF0dVB0Rr6vqFfdaScaV0rFN5SO7shA5HZB7TVJJ0p6vFaXey1D8eR4zizO4xMPjBMgTkkmgWxMpVilDU6CnKaUyFG4c+jRAdJyaRQaLRlnjymGKJTaMXJEOdzR/AejbxGKQ06G7RxlZJeoKjKWAjMfq5mCIJo+FgIoVTHOyNa0eQFRctBtBEnepLoRhOi60gxoHQgR0+OQAmIZ6U8KoVCKpEQNDEUUlK1MS2foaxx0pkvWfZrxqgzs4Sz+WKBuxZGyTmt5oljoREte1ixlDU0S5EDJ42LUPoLrmlwTVNdoWqhYa1ocaHqSeTYU0x1TpN5oRiL0hI2jKr6GRaKfD6ZVUzTWBs68p4lY2zAuR7rWkIQx0e7zLsVlT3PElre33m46vl8+lPGzy40YqXG7HZ7nJ2IIWGt4zge8SHg50k84oeBNE+8e/MDuiQRdfqZVdezXq9oGhG+LJVRqZWec471ZiNv2jQSFtT1KGWgwkc5RaYYmEY5idM0VVFLh6Lw9ofveXh44He/+y3v3r0TOLoU7m5v6LqO58+e8fLlyxpS4jBKES8uhDplJAVbSc8Dq6XTG0OgPEFw9Z/+89/yzbvvBQ6raIJzDcZYLp49p+37kyAyRhE0iRe5wJU5Je4Od9zuPuBVZlaJbrtm+/oF21XLi3/3bwijZ//2nml/5MPvviVMM+F4kA5x1cZYZwFFFIOvugktHIYJ0xxISpQim+0F26sr4YArVUNmIpOfmeapiqwUTdfTby5IUegGyXuGaWZ/HNjtj0ChadxnnzcA7yyxSRhlsNeXNJsN891b9tPMFAI+ppOAkepOtojim3bFs2ev2GwucU3HMHp+9833POwHvnt/xxwzpulwSkS9pEBqoVGZV6tC6yxXl1d4n/iPf/u3vH1/x3/+T/+J9x9uOB73pBSY55F21fMvrYQ7Cc4MqngoUVx/QmSaEinPTFkzJAXaoqyrlD1F0YauX5Frknu/Wj3JotXnlt1BOtZ3R0fIhv7iNa1bc5gycyh8+PCW3W4vHRUNX//ia5x1J1rL/f2Om5vbCpMGYsw41zDPnuN4xFpH23WicdKa4AMP+wPTNHEYRuZp5n63J3gJaco50TUN1lp2uyPNLPQoZzSN1bSN4fpyw+VmxV//xVf81a+/4vXVmq9fbEnRE+YJH4ocv9fsncYFeNMG6OHi6pqrqxX//t/9GgX8P//f/+2zzl27WWEaoQom60hFEVQiqcKz3rFyim2AMcLDHLnbzbhuRbtZ0TUNqnHMcc///v2OcNHyUq0IRZGNZi5wf4y0rWN91ZG15fZ4xE0wzRM+BHazZvCW23HmOBXuQmEumhdfvqRZdfzf/69/w9dfvsCut2Ab4jgQDke+fLHlq5drLo1nbTy4DtV0tI3DakVrNGvnmK1l1IaUIpMPlRoyEn2HLupJXb5lnBcBWmustXz55Zcopfj7v/973r59yzAMzPN8oieJ+9D9yWL2w4cPfP/996Itub//B5sWC8qwFBDLNTwM4qy0aDwWPQXAuXvVOS0AJOxrvV6fKALLe4gxcnNzw263482bN7x48YL/8B/+A69fv+bf/tt/+xEd6+eOVGk/SmlW6zXWOa6un9E0YgpxKhyzbKDn2fPqiy/5+pe/Otl7vv7iNc9fvcY1VixrtWbVd5V2IQYOxlmxufTSJDjsD5RSuH5+SU6JD++l03/YPxD9hKui1NVqg7UNf/3X/4ovv/wlq66lbSxVc82b7/7Af/rbv+X+7p7bm7uTJiZleT6pyIXGoc8aAUuB+5QRQhFBN5pxDhAyx+PEOAXC4ElTgLZDO8V+t2cedrg7cE2h63u6VUffdaJPcS2u63n1+pJ/9z/+Dfd3B/7w+7eEKTA+TCgU7VbsUh8e9iiruX59Rd+3XF5uaVtHiFEQjJs9D/uBh+PMHBKr1QUvNi/YXl6wWvfYRjP7PcfDxOE4M+wPHO4fcNbQNI7MRMilbsAN3hjiPJOUIwXZcKonOju+efMtjQ5QMl0v2qZ+fYGxYhqy2JanmHnYP/BweMCPCe8LIQjnX1TqumptZwn9TEKXpUQqCVwaQllyXXQOaBvRYUI70OmAtZYvXmzYrnvefJgZ55oHFgMlAcWQAmQifp6gZp3ljDS+/UzwkgWUasGGegx31tQeVDUnSfFp6O0ybyyI6Wazoev72ih41FPIeRH6cTwr3nNMQpWu+lqfAsPsT2LvFDPjIC6Kuja++q7HWjGo0VoRpiMxRfa7HfM88+btW4bjUZwgx4Hd7l6aI7sdwzDy9de/4vXrL/mrf/4v+Ou/+msaZ2mdZbNe470035dxTpX6FNGYf6L+9mcVGlrrk2qgnHFnc64hSbVToUCSL4v4Yh/2++rpPaNyqY4NYrEXYzwVGqcqKgsHWZwwFM46qeJqaF+sH4r3/uQNv0CgUStJnd3vOB4ODMfjI/yXMzEE2qZhvZZ0Z9WqKmBNSKbFOZRb3U/0otX4OWfr43E87sEJzNblglHQNb2kpDcNIUca1zwWGimRg3icqyx3UZikeIslMGeP1oU49Fi9onUbNIZwmSna4LZbMIY4jcINjLV/pB47/sJhFY3DcRjA2OpuZVhtVoIEaI1TqjojFZiseLArjVIG13asVmvhKBeFs5ZU8xNi5Xy68hlSoLNRrKU0GZQB58BZcTFJ1XmiVJEX0kkulasrHTqxgLPGUYrC+8g8HdgdRo7jVPnx4u9urUJpcF1LqwurlaK1wpucQ+bu7p4PH4QGMI+TOKvlxDQOxCxi55KieJ6foNpcg/okPTVkiAViNrVDL7SHyqCWjnSRDJDz9OLPGVNQDHMRypQ3xGJoaTC6JZeZlALTNHM8DhgtnbFpnGqeRSTGUPnJvlKnAlobDodBbFLDjKkWe0s4UIyRYZRuyuwDcw3/Cj5IlkbOmEpZ8LMXjVXNzhDvecu677jYrrm+3PLi2QXPL3ueX/TEYPBN4TgKLS+S5HzniFVCrduuWq42HS+v1k+75rQmKVPnA1nIQpYC3WhNYxVdURQFQ8zoJELm1XZLcQ6cw+8m9rvI2DnEyhLpwCGuVDoXIuBz4TB7jIJhnAkxVYqbJpsG5QquOJQyXDy7YL1d89WXL/nFVy/JtiUpw9V2xeW6Y7vu2KxaOi0ice06VLuSPA/nBJo3lqDNKfdlQU7FJbDC5k/gLf/RuTyb2/u+l4W4Hs+iazhHs1NKNE1D0zSi+xvHkz4D+KhI+LHXWcanC+TydU4H+TEb3k+f69Msj/PnHMexpu0KLXKz2Typ0AAlqIOx9P2Kpu3YXojxyuLkuBTsS3O26zo22+3pc7y4vKJpW7SpGK8SlxulTHXw0RgrVpxiSb6seUWyh4zCGE3JWvQzPKJCCxoioYUN61VL2zjGYcc0Hjns99y8f89+f+Cw250c6BYEQynFYz1RDVhOy9HTNH3Sta50uFJ1b0m+SAWVZYOpCqSY8VkaejEmUAWtM0YVGiv3tckOYxWbzYoYMtv1mkl78lhtutuGkAJpTKicxVmqMXS9nJNpBFIhFYhZ7FZ9SFxYoX/3fU/XtaSS8WEmBGnGztPEOE7kVmzVJfNaLOMN+aRHiElTsjmtd08Z8zCSTQAyShWStShtMTYSsiJltTBaCdXhMqZSDQoqtTwnlJLNtMDBEZW80LZPhYZFFS2PRfANnWumFJIkblD0rQUsXZNISTLDVMmChyjROCqEFZBKQrLRqs41F6Gdq0enT0738+M1suQVPBUNgvOOf8FYe6IzAqfGRs6GXDIqaVReKOXlNJ+UIo8PMTJNI8bUpnBITPN8uke11qSYxVzAWbSC4SgmIre3N4zjxIf37zkej3z48J5hkGDYYRBt6TiO9P2a9WpNyYnVqjvN9uI2KvPs4vp3PncuiMbj10+b637WDvD6+pKy6AqMQ1cYf/kgKRmrFfYs8Xt/d898PMpGRis65+gahzVGKCNnb6TUr6Vqa5yE5oE6BXTls86U917oHUbEauNhx0jhw7s3fPjwAT+PNHYJfjFSMQbPOBy4v7OsV2us1vh54ng41Aqz5g5kgZS2m83/n7b/bJItSe88sZ/LI0KkuLJuiUZjAMwuZmlGrtl+TBq/ED8BbYzctR1bLGcGaKAbXeKqFCGOcsEXj58TkVm3GlWZhHdHxc2QJ45wf8RfSMDHnjA9vcpnFHTDEUbFIcpFtVlFfPKMN2D3riQBs6lKJo6BOAXWlWddeWzouDbQTxE/9Aw/7Pjhj3/Ab9bs3r3FX1zQfvdX2Osr6levGO7u+el/+9+ZdjvGDx/FfT0L5lcbIRCGlDn0A/+v//z/ph8G3r57x/bygu9+961gfHUiaYXOSKJhHHWzKb9KAuU4ihlYmgIpikxfVlrIVzy/M+mvLnAbjUHT15ZRZfbTxHEcSVmhtEUZW7DMcoErIy3FerXi4uoarOV2t+f29jPv3//AECKHIWKswzcrlJVqn7WW1m9oK8vXb69QOfHhwyc+3+/51z9/zw8/faSuPS9eXBJCQ0qB+4NIDA/7W/r7DfFijXIVU5Zm0hQVIYoKRtQOZSuaqhWJw6YmhImuOzLGKOQ6BZWXTttzdt5/+acDQ/SMQTMmRVaa3mSqKvD5s0w8nz58ZHd/X+ScDe9/+sA0TjOXkru7W/a7A4fDgbu7Wf3NCeneSeDiK4GlrVZrAKYpEmLieOwIU2C/P0ilqR/IKTPUYI3lOIAxmrv7O/r+iHeeNy9f8t27l7x9dcXVpiWNA7efO8b7Dxgjicj9YeLHz0c+fjrwX//xI8MwcexHVuuK7WZF29QM/fAsZ/BPnWCVTM50UyCkzH0fGGNGmVL0sAbrNN+8fI1rWn7319/x7puveH+34/3tnn/5r4n3f3zPoXGMrEhEMgMRGLSij5njTUfbTdwmKZbc3h/ICRrfUPmGr//m72ialnq7xdUVL99d0K5rfvf1W7brFbd3Bw7dwH/63UuuVM+bTcX1yuOsSGo2l1/RXn/H9Td/w+vf/Z7jNLG5fs3YH7g5FPf0AtGLUWSbVfFG+f/XOIdFXVxckHPmq6++4v7+nj/96U8MwyC8n92Oz58/Pwg2ZxL4vMDNMKb5c8+hETPUacYYP4Ztnr93/uzzpOF8e5VSiyyukDQtbdtyeXm5cEratuX169e8evWK/+V/+V+4vr7mu+++o++frgBknOerb76lbVe8efc1bbsS7Xzn+fRBqpSfP33gmBJ1IZFuNlu2F5elU6BomhbjajECNRprNJW1KKWL2WVp32ZF5TSDHbi5vSHGSDdJ5dRWUinv+46h71nv90Qyzld4W/HCV4VkG8gk/vGf/hv/+N/+v/zDP/yf/OlPf1r8sTRGCNJJYNYPEPFljpmVdIyxzzvvigcGWmC8aINhwhBonGPyHocWaKsWnoZKkRw09zc9nz7upDugFav1msuraygmeZVWvH55wTQGunVd8PDQjz29UqAVl5eOzbbh62/f0DQtx4MUWY7B09zt6f/5B6bdgdcvXvDm1Qt8JRK8f/7hJ95//MQ0JcaQ6Q57uuOOabSCELEO5xuBwUbFEDKXl0emWPNi5VFZEcbntTQOux3rlUWpzGF/QCmBfCmlScbJHJEtORu6oWeYRFI8zAUUFKSJnCKMEd2PEAMqDqicsKRSUBM/bKiLuI/F6UxtA7VVVDZTu8zLbcUUDTlojl0kswc1saph0yqaZo33G8Yg62s3DPT9SFIJnSM+wzobwpToe0kA5qC4xPfkJLFrSs/raMQCk8ulq6+KD9pYxE2W4gWzPG8usCgp7IRhYupHnHc0pi4+OHuMcYQosLD9/bGIVeyXAr/3nt99+zWQ+ed/+q/sdjKfHg577ktno++PhfA9LlDBEANhHJiVUK2B9z+958//+mfeffUVCkRy9+JSIGHFb2ShJhQxjVmW+teM35Ro1G0jOy1LgCl55QLtPtXAzgKkaRwJ04h3Fu/dKZFYMHRFoaFAp+YEwhhTkpDM5MbShhJDpmnoS0ZftLC1VKXDNIoqQt8x9B05iXHOjAHPUyJmgSKFcST6SmBV5cDpkgzN2wWqmEilk/TnE4dzjkkrBNUpMKao5DamQJxmqMFcoUfao+OE14loQaWE13LChpxEQeb2FkJgaBuUcyhn0dahi6O09aLOpDir3uVcSNOWVIhGnz7fcH9/j6sqMnB89ZJpnMhGSaKBEAZBqp0ZBE+cM2RJiGKQDkxWpaug5rro84IWW3l87dHKkKwoTeWZv6M1RtuionKSfAMNZtZJd+Q8q0wN3O+PUmFKCovGpiQJi5LAt/KVYHNXa3KMjNNPohbSdVJpKBLL1mRS1OwPWQwpp4k4DeTUADNmWPTIk9Jk7cSfwlXYqsZYi7FeNMxjkYZNorMtlb7n7bfP92PxzYCIFFjqY2SKI/tDR3c8il9IqSbnDF3X49xB+ANWoFDSjh7pujMTvLK4GmNwRfVmsx5EgarwnKQTIvrmIURRe0kZoyPJKFCjkCjLd1TW4L2mqT1t7aRjNw1048SUR7z3VE3NcRg5DiO7rufm/l5MKJHjb6x0IMcpPEtbvk8wGXHaHklMORMUJJ2xTqQCvXE4bdheX9JuNnz97jXffvcWfnT0sTjKZzkXM1b2XZZuINYSMuKPQcbuLTFFPt+JLPX1pmFjDeurF1xcbLl8cUXdVLx8u6ZZeS6vtjRVJcpV08T1uiZfr7moLStvMd5hvKe9uGbz4hXt5RX1akPVrvDNCm09Q5AqnPZSxPktuui/dczn8qzEslqtFjdua22RhDwpO53DmL7EzXjclTiHPs3jvANyfvsSX+TchfzERyjETOeo65rNZsNVUXN6+fIl6/War7/+mhcvXvD27Vu22y1N0zxrH2ptadsV682Gi8tLVqs1FxeXOGvpDntSjLgiMW+Kwt7s9STzicVYV64HgWBpZdCla6vVLDAhUb6Zn1NSxZ+KUIlo8xtSFqz9FIRDaV0lpFRjMcowhp4pjCLVfHPDbr9nGAbqusFXfuFTzl16lctxU/NxPLvxvDkvl2JnLmT60+qjsEr8ldRc/c/6xEtLIqXfjUUePonSm9IO5z1V05BTxlsjSVL2oBLaCHqgqg1Kg6803huqylPXnpgMaEvdttRjKlDpAe89deWxFrSGOAW6w7F0BlThswrMTE1KJPu1mMIOY6byIuHahLhwUp5blZeushR/k+CTyLEEdlaKEYUZu3SoUl76BSiVIQufR6URHXtUkkRDkzAqQZaYIxc38Iwh4zAKjC6+N2IVhjPCXWy9QSUYgyhHOQPOQlVZqtpDQSebEMpJJC0rbcC5MudMonkg1/updjcrsZ2bOP/W8Zi7EFIsnUVRkQxnqkxzR7uwHgQ1ECfGQbpYDQ1V5ZdCN0hiIImCiGn0nZC8u77HO8fh+hJy5uOnT9zd3vDDDz9wOOw5HA6EcCKDz15qMr+ez/NS3D8eDnz48J62+AMJskaUJGclKlEnPEGnQoj/PhyNv/qrbzFGAm4xsVP0/VAynImci7xXKG0xBVORrLW6xagKDRK8FQnB+QBJhpmYYqQ7HguUxRb98/3ZBElZsCnbATlkklIMJWjqu6Ng9zK48hkiZScnuDFFPznnYrw2sN/tymvm70jkENlutjR1TVVXTOPIP/6WHXY2/v5//B/ZoxhiZD/1xJxo6xprLL7occ+HflbjON7dM+73TFYzkvAmU2uNy44616yBNiR05bFJGL/9OBBDoB8D43HH0B1J44DVWjgu2qCMpWlXVM2KhCqGLQP7Y8efv/+Bm7s7ssrs9jtq76m8LfjQshAjxMgck5AUrV2Uw25v70TVQZuy4D3PKRegvbjg5fUbtDb0Y2SKkaurl1TNmvt7MdpazgfmwKF027Smn0bY75lSFMdlZYgqkxBM9DRNWA3W1GxWDX/9zWtqb2lbx3634w9//pEff3xPP06SPCmKJ4oSmJMGpzJp7JgOO9K6JqcKrS3aeNbrFlutSNqRTCWycikxTiP3d/d03YHbzx8Zx4ExBJw1JeBRGP102Nl//+MdxgPKYSsx9vl0+y+kFBn7e/FdiaMEAgVCs+96Qky0TUXTVOXazFgtXhvHQoKdUqKfUjF4k4Csbe6k62CsVMgnMc+LIc6asyjAEdDWomyN05a1T7RGUwsqjtTv+PzTnnuTcDozMwZsVeGbFWPI4qY7RepVi9aCWa0rCd53/cQ//3D7LE+DIzVv/vZv2LQtmIqE4likFuu6wlhLs25wlWd7eUGzarm42LDerBiHgd3nT3x96QnfrPl662mrKFjnQfbrq28u+XTo+K/f/4QdDL1vSFlz0wu5vLGezXrNX//93/D29Su22w3OGZTqgUSK0A8RZ2BTG373as1X/powSNJm1xvs9ort63dcfv0dq+vXVKuW9eUVL7/6mtvPH/m8D2iV2Ho5N6yRufJ8MX7K+BJZ+zGM6e3btwunoqoqfvzxx0Vydpa7BR6Qt0MIi1Tt3GWYP/ucxP1LCdN8PsyOwDN869WrV1xcXFDXNd77BWK2Xq/Zbres12uurkTh6dWrV7Rty/X1NVVVsdlsFiMtY8zi9/HU0TQV2+2WzXZLWwu3RuAVifV6hXeGaewxRpL8ME3cfP7M3d09l5dXXFxeMTGSk5iFeefBgbcWJVxfEokwSJGOoEkx0fgLTBj5eP+RmCKVc2jnaC8rEVABjsOAtq5IImSSTtzc3bLf79jtJVBu2g0vXn/F69cveffuq0XO+Pb2lh/+/D2zgS+wmKmeiPjhV8tlfmnEJJXbnDTKipdWHAM5RFHacoaUAtMY8a7GGUeOiRRAJYdTimnshNexv+Xzhx3eO9q2RRuDdU7mfKtBZxIRV2W++e6txOPeklPk86cP7O9r0BUxItwU4PJSIHAhDHz89F6kX5Xi5uaG+7t7WZu1wGtc5bHG4V2NMgZtDMM4cnd3j1aZru9Y+SLjqmTufs7QxqGU8AsVoZDAJQBPSSR0ldLFONegdYUxQAKjohjDxUDOE5ZEpSW5cCqhSVg1yVrhFIHEYZqIKCZjcM4UQRqN0uL1cLyXDk9NjfeGjkDMkcZDVYnrOxqO48jdfqIr0sGSKIqpoXcKZxSVUYSoGCZDjDBOc2G7QLv905PblDP7/Z7jseOPf/pX9oc9dSVmerMYTsqnQgkZKYYZzc3tDbe3N9x+vuHjx4988/XX/F3xzbq6uGDo5XhPU6DvRBHTzgX4GCU2PhwJYeTTx0/c3n4uppfHpXi/FBdKp1BrgWP7qqKua8Zh4OPHD/z3f/zv/Of//J/pjh2vX71mHCd8VZc5O5ySpxLnxSiE8/3h1811vymKubjYYq0rVTlxnDZGMwxyshijmc4q8+ST9vLC3cilZVQw9sCDgzBrmCsFoVxgM75uvs3kvXmhyiVLFIzjSfnmYSVLWqI6ndDHJ7ku8S8wRpGtKcQ0eU9dVSL3pjSjfXrQd311hU7Qx0CcKkKZTIzWOOsxSpfCvyqqPQkzDjAOJK2IZVI2RfZUG4OyVvDg1gruNGX6GAkp0xdi5awaYnSprBbStHOieKAKxEnI3bkQ6yN3d/dUVUVTV9SVl0RDKamOlc5SDFEMkpyXblTh2ygtE4YxFkVeVBSeOox1VKsWYyzD/UH03SshN4YxYs68U+Zzz5QEUxl5bpwmVK8Yp3AiI6KWSqZ4R1iqyrPZrAVqoBMxw93uwN39vpyvJ4UhrRUZjdWKoBWkSAqnfY6xIvtbNVTtmqgdSXtyCIzDQEiZY99z7Dr2h0OpZCWsmVWenscLutv1+KYReUudUDqyu98VLskRcsDY+XfMlcfIwIj3lllwRCG8hHmSGydRTTkME6DRZsIaS5iiqHx5WyZDCWZUwdMaJWQ28SRJeJ1wJuGUhmypXMZZ0EzEKZDGQCAKNweDDRmXNDFrpmhAKapaiOWbVYtzJ5Wirh8ZpqcnGkk71tcvubrYon0LytCNgyx2dYVzlvV2Rd1UrLcrmrbBeYuzllXtaKxi2xhebh3bRmNNJGWR1LTO0mxrbIRDSJisaIIoQB0CeKuIWoO3bK62XL68ZLtaYY1m6LMkh6l0RpXCWYVtHISKXU4cQxBForrFty3VaoUrhk3Oe5r1Blc1jEmqh/O5ps25SdPTA5fHScb5/fzv1WrF9fU1V1dXwqkrjtznnYX5duLMPVSTOncGn83yHnc8HuP+z1WpqqqiaRpevnzJy5cvWa0ENz8nGtvtlsvLS7bb7dLBePHixQKhcs5RVdWD7ZqTpaeO+TqzsyJWzqQYCDkXvuJJshckeRqmQMpZBFaaFSlBTLOjczESLMpyMzR3TJNA1IMmZ4FCx5QZgyAFrHUopbHFByAJvEDWpRI8qawYS3U1piQwyrpmtd6wvbzixcuXUh214mEyw6zT4rFECWzVAmd5xmlXvCDkd8YQxbQ3loJYWdNnXw0F4rlVvHcWudukCFMijYmUOrxzxDFivRXpVGeorCh2ZQQx0dYNShXZVDJ9V0RyHKSsl9inrjwKTUojXTcK91MrhkGKtcpkdLGuEGEYJ5xJZYrV0iyqMy6CAORcOjjPSzSUFs6lUlLIVaRSfT/j15xdW1ppQaVopIiki1dQgeMYqzFJ4RQYMhaRWTYuE3IWbgwKdMLqhLVgbLmOkIRvHEQkxCqHVdJ9MAWhgpJzZpwiXT/SDRP9GMg5QI4LvxdlMMqioyIW1EJMc+EDUCyebE8aOTOOAu+8u7vjfrdju804506KUcVXYz7JbXJka+iOR+5ub/n06SM//fQjq1XLOI4yr3hPnGLxkhJYrUJ4jAopoGulT8qvxSRw7gzPCm4yvZeWYVZoI12dc5+iYRAFyc+fP3N/f0/XdZKEjCJ3fOpozKp8YYFv/btAp7775uvinZGEMBojWoEzmrryDM5JoH86BlKN1JJ5x5Q5dD0fP98UImJeTtoZKhJCpO/7ZVFSxdRLq2LAdpZozDAZU9j9XdEOPnYdUwjMhnuCi5PKzRJ0dh2pGGk56xgr6VpcXGxxzrPdrsviIRfaFEXS8//5W3bY+UiKum4lsbhoid6irGCha+vkgrKuOC3LyfD5x5+4//CJeHvH4fYOFFilGULP8f4AJJTVUhGoHcFqpiEI2Xh3JB96aq1R3mKaRrrVrkJbx/bqkqZdc/niBZvtJdkYjl3HYb9nGsWc6POHT+Ls7gR+5KyTKr22DMPA8XjEOUfbNOU4ipHf5fVLqrpGqYjKiep5DQ0+/fSenAUWEIJU5WptqStH+7IWqJlGzgctcAFbuljr9RpfFmajjeDdiw+LcZ6mrri62FJ7x4tNjbNynuyHA59vPvLp0yf+9fuf+PTxE9MoxMimOAHXlbTMp9CjD+JonaaBMAl20TQV2nrGBGM/su/33B9HkdftRXJ5v79n6I7c3XxCK6is4FfnVTikpwctwzQyjDfCYUFI7d3hnqHviaEn50BdqvK1dei6wlgJci4uLnjz4prbG0sOI0ZlUX2aPJUXL5A4joLTNoKLHuMgXKxRYbSi9oIP367FdfzN9Zam9ry+2tJWnrp2hXQ6kXPEFCKiJqKIZVFRhEghJEJIBV+traAeonSv6roqwcTcxk+iPPPE8R/+7j/wP/xf/y+8uLwka0dWiilMpBzxzgoc01kpTpR2fSIxholtY/j9qxUvY8O7VJGGidDdoOwl7eVXRF3x2q3p7Af4pz8x5sTtXrwXQkx4o/A+U/lETj0xdEyTISdTlGktCREusFqhnSZpqRDHaaI/9qhtwhtDJpFixzQc6A+3WAPv3r3j7uN7Xn/ze8JwgLhDFaJ2U9fPSm7hlFA87mzknBcY0ps3b7i8vKSua37/+9/z/fff86EQGM87Arvdjk+fPi2djr7vub29LeIDflGCSinhvX+QSMywrLquS6dGnttut9R1zXfffcf19TW/+93vePXq1dLhmDvg3vsl8aiqaoFRzYt0zvmBlO25nO5TR3fseP/jD9zf3XJ/f7eQ95VSTONAilHEKMZhgUH0Q88wTHy/+ROr9Zq6WVE36yJd3khVvqnLvq+Eo2ok0LZUGGXxVUtICVfVqBgYQmKME8aKIIg3ppjFWrQrHDgNdVMR04Zvvv0dm80Fn16/59PHD2iVpdq82/Hh/Xv2+z0xL70QxAW+WdyOtZKC23P2XT9FxqnINvcikT0MQ1HWCkXNT47tHLQXTVWsMoKJt4HJTYQ4MaWMijD1IzkkLAqdK+qNI+vMEMXU8243oK3h1auXOGsZu4Eh96Q8iCGfMqybijhJANz3A8M0iaBFDHRjwPqqdC40bbthvb7geOy5vz+Icle3kwAyDtg04PKIij1dfyRZI8a8zxhN7VitnBR4g8CKrDMlERJMvtUWpSydDgwSw0uQLmx3lAVlNKtmxXZ9Sex2hNv36DBixxGtMk4nEppNXTNlxQ6NsppKWZyyuKpGG8Xt8cBhd0ClAwpLVdc470hpRYprdveaMfS8/7Dn0+cjx8OB7njEO0VdaRpvqVqPMQpXG8ZJCRxOSXFQfHZalIIxPr0DGWPk5vaGz58/83/8n//Azc0N/+E//A0X24sSp+olUZtNMpfztZO5bLfbcTwel7lutVrx4voFVVXx6tVLZo5yDFH4yelUzHDGMI6er756S1NXfPr0qQhrnBLEJaOiwOxyFkilFsGJy8tLvv3mG/7+7/8TX717J92YGNnv948grNJZnaa4JBz/LtCpi+3FkgxoLYoUg3PkGEulpUxGkhaTVeaBuzYsTqCp4OXOSWDicREZQ1j4GjO5T5QzZtKYYIrn5GQ+gF1RJgmTtHpUcTtVApZfvlO8NyKjGjG9JlrxtdBaLjCt1bI4OStRcszpWSQ/gRlZrHeYyyty44lWysW18zKZV9Xip4GCIUamlOnGkfF+R1CKoBJDhsMUsBq81eSCp09aoWJExUweJhiDBCLGYL0Vw6GqwlhPXTdUTUvTtjSrFddKsxpHlFIc9lIJ6npRVpqsKApFn9AmorU8tzscZHFXUl10xpKApl2Bgu7YQIq4Z06Ch90BV99jrUcpi1aGxgvsrPKVtAWdXjgD54mGaNDLOamUEoJiqVhWdcOqbXj18praWS5aL3yTXjxhbm7vubm5Y7ffsz8eC7m4GIEZQ9OIsktV1YyjdOFyEiligb9BLt2WME3sjx03dwf6oePYHUSE4LBj6Dv2+x3WaHTbUsU4N7eexTMQAqaY84Sph8LrmUZROMk5YmqPdsUJ1ujFHMx7z6pt6Q97nLEEY3FWrgfnLHacSoUrY7KokqkkaiwqSreo0pbKGS5aTVMb3r1q2bQN715esGoqvJPiQYpShSoSOKIsQlqSnjFkhlCqV+NUlG9c4V8Z+du7pYOake7AsX+6n8HVy2tevnnF9eUVSQlZOsSJTCpCFkoSGgXDJDh1wS1nKqu5WnmqjaO5tOzvRz4fe7QG02yobU1bran2B7LRxCkxTMVbJyXASJfCKiCScxBYCYh6VdbM64fSqmipQyIvfLMqp5KsCiQlxZEwdmiV2Wy2bLYXbC6u6Q+asBNoqnMOW4zZnjO+lGTM93NiMHcPZoK496JktN/vlwUu58znz58XXPA0Tex2O3a73QKdmrkU5985k75Xq9XyubbMq1prXr16xXq95m//9m95/fr1kmjMnIxzPsn892OVqvk2L7TnnZTnBMvTNLLf3TOOAzEGma+UVDGnwkGcyZjjmXxv13XsD/dUTUXTbGjXF3hfUbcNznnatsZXFev1Cm0VxmuMMtSmxRqPMo4EaCM8hCEMKBQxl2CydKlFwWXugGbhKnnP9uIC77wUBI3leNyx3xfzv8OBYRhONXclBPCqJIrG2MUf5zkO1yHNpN+MikU9KURRppyFZopPQUYqzeK6LlBwjcVqKy7MSQJisiKFRFZJfDNcwsw4+6xIUbqn1jnxtLKWqe+JITLGRM4a4wXyZo3BGPl9MWf6cSrmbrJd2gjaoG4aLi4vydxzvzsW4m1HDIEiKYIhonIkhBGDReXnkcGd1Xg3Q8pljvFl7UyTKF/a4jNVGF1F0rwgrJQ4e2uladuKy5dbxl3iOFj0GHBRXu+V9Eu8tkyUjpIWg1yDLqpoMITAcexhCqgssDWXK3L2xFzR95m+Dxx3E8fdwHHfc9wfyLXFRksiQy1iJdZoYpIClC7nnhiFevm9z+h855wX5cZPHz/x6fMn3r59S1XVi4ro8lp9pnxF6Ub2/cJNm2GX83xmjKFdtWXO9DLXnPm0zOgNrWGz2YhMfPnOGE+oIphZB/N3F+5WmTvrqma7veDVq1ds1iL0M3c65n8/nPPm60xinV8zflOi0da1tCQTWCUqNpWzkDxXlxc4a6nrhn6QlsvcMgTxb5hJbKpMZjkVDNmsUlXIPMZYkkqF8ItU7xCJOPlbAj6xqi9kngIdSijqpsU4af1SIC5K6ZOqytzpyLlgOkUiU6lEd6ywRiqpdeW52G4WHeTnOL7+8z/9gbS9gqZhe7nG1h7qGuUM0TmUMSjvSNYsQXH16gUXvkIrTUoakwMpRzFI7DqMAWcVde1xbUN0njiJIZyaMipr/HqLrgN25sEYj7Yef3VJvdrQXF/RXl6h2hY/TRzDSDSKthF88Azi8V4M/YzzOFdTTyP1xQXWiSHebIZou5ZRZdz9HbeHG3KYMPl5qg7/9f/4B979rqNuWlbNBmcdwdXicVJ5tBWGmCqqRMZYlLUoY0iI/N0sjZelTy4V4GhIk2bsDqQBxkMiTiPHu88M48DnmxtJNHYHjkdJMrVShYc0oXRCG4GhrVYbjLbkmJmmyDBMDOMt+W7HGBVjgm6MHIfAMHQc+wND33HYS4fh/vaWtqm5WLUCR/OyaB/3T6+2XF9v2d/3TFPk86cfC6RCguEpSkcy7PeYoeM49vi9xxuD04Y4DOzvd4RRuoQJwdJfWU3beFKYCN92WK1Y1TKZt43FGkVbS6C8bgzOSUej8pbrdUvtLBvvcFotKnMqZ8E/CgsIhS3xjFwHY8qMZeGP2S2BpFIFxla4VRnIBaqQYmL/jE7am7evQSnGMBKQIJ4iQpyzbGciyfmVAjELjEkZ8I3Friv0rXgVROuo1xvaV+948bf/N97ve/78rx/ExVg2GhUiVivaynO1bvn9u2949+oFF604uFuj0UahlCn4aUkujDJoHIeQOB5H9t3IsR+pxwnSRJo64nBHH8Uo0LqG7cWWN1+95T/+p/+J+08/8uMfDqzWK1arFW3TCq8tPCfBTUuwfc6VmDsKswOu1pq6eCm9evVq0aGf74/HI//8z/9M13WLKpX3nrZtl8/JBe6ZUlq6C+edjrqu+Y//8T9ydXXFV199xWq14vLykqZpuLi4kC5O6Vo8hmnNPhxfGn8pGZulep8y9vs91hqMtdzefBZZ97LQD8OwEEzn5CvFyDD0UjhQmazAugrva6zz+KqiqmpWmxW+rlhtV1hn8CuLM551tcHZis36CmMdbtUKll6LnHJKIqeqdYFiHTt6Laa3OYrBpBj6WVabLQnhUt3efCKSMLs9IQGF5F7XFZcXW6wxVE46GN2xF67My9fEZ3RwszakIoMvCTNMYU83jByKwdyqqqmqGpUjmUhCS5EEafMY46mqFcY4jJbiaVVXaAPWKmIK/PlP36Odob5cFWSGJmMwphKRkJVUAbKuQWmGYJhCZhg+s98fuLy+pG4b/vlf/oXdscNYK92nuqKqPevVBavViuOhI4XANPQc93fUzvH6UiS/X12t8c5yv79Dk4nD09cJgM3G410ip8CYekF/6EzWFo/Ga0+YpIAW+o4wDAVqZbA64ZxIKDtj2K4rLi8burwn3yR0Djgz4bSj8Y6ULX20jFkzJE1WBo/D4SAbKb62LVNMDLuJFEBrjzE1fa8Jd5n9LtD3ARMd180Fq2wZlKN2Wbh+WuFSRsdIHMUMMEUxFtx3ItMeQ42xGp5hThpLAjUXNoZhIIQo8KOqpqqqn6nfzUG6MYamoEGapmGz2SwwOhBhGuc9IUT2+/syNyWcM7TtZrGCmMaR43GPdyKycTgc6LpQlFPNkqhoPfOVhdMo852oWtWVdJnrquZwOMrv0haY1bpORHqBPs6wsH8HedvKecY0klTEoEhKTq7sLKumkXRAGXw1Ptix50oe8nepDOm5I6GW6pvKwj9AK+Yk/SQPVg5UWWdn/tNCJisf7rzHOrdAq2aORgim4N3ODnpOYuqSE2GyhegSMErhrKFt2+VgmWdwDT59/AhTRq9WVJNUg7W1UDlSUYZKJVjORR3DblY02jDuDvT3R3QM5DgS+56xrqUD4xS6dky+IlkJdCka/aCxVYN2EVM0o5NyaOuwTYttW9xKbtEY1BRwbYOdBqr1iqauofANnK9ws8N21WBCha2rEmifqoDZGtowCH688iSV0c+oygO8//EH2vWGdjVikia5imzlQnU5ShcoWZQ1oq+dxcM5kQs/QM6NVDDBOmlyVKIUFSfCOBBJ9NPANAzc3XxmGkf2+wOHw5F+GBdlprliGVXGTErcXI3FV/WZxr60F8c4MYVEH4Q4HRJMCYaxp+/2DH1Hf9zTdx3dYY8tegdCApdkuB+e3kVbtzVTL1jeu7sd4xjwVYM2mhAjUwqEIcGkCCniRlFRclqjUyKOQpJ3pgS11uK8Zb2qMUQqRiqr2bYObzWrlcNZzbq1OKtYNSKxum4d1mjW3mKVwiWpkIWx+MTM1eCCIjdzi7nE4VPOTFCqquU2B3oz/HIWccjiDRAjIrX1xLHdrEEhjuaF/jrLccdS6Ig5nuAgKoOWY2etRlWWyWj6DE4bbFWxurzk5bffcvxwQ/rXD4sZo8riUWPRNNawqjyvLq55eXlF4yucsQXPLR2MU/kGNOL1MUXopsgQIlOIolqToswXUy8O8GOiXSvqy1dstlvefvUOryN3P4qef1VVRbrYCIHwieO8AjYfk3ksfKjSPZgX2nnMnYv9fs/d3R2Hw4HVakXOmcPhsECm4OS5sVT4S0d29p+ZvS1ev37N27dvl4Rjs9lQVdWSrM6cvhkmcM4D+Uu/4ZeSjed0NKTLKdzE+fNjIcT3/bCYuS6+J1Gq2iGOTHFiihNaCbzVWof1nrqp2Vxs8bWn2a5wlaXeerz1bOsLvKvpug5f1Vya1zjvBa48JxdFaQgyjBGlKPDLgFECe6rrRpLAtEZpwzgN7PZ3GOvISFfdmZr1es3rV69FLUvp0qXJeOe5uLx4oBr2W0dWmkwpLhpJNMS/IhZe2cRKKbR15DjzQovi4Cx0oq10zoWggPeOVdugVEaZxLEL3N7eYSuHW7ekAnFVpZNjjMNX4kugnXC76GQyCiEwDD1103B1fc33P/woDtHG4J2nrmtWK0l8vS8CMYX3Nw09jdVsViJYsmkF4th1e3IMDIfdk/cbQF1ZrJ6IOUKeihqnhaRwyHwQQiBOMw9xQutc3Kkz3micAW+g8YamseSj4WgSRie8SXidaZwhJkNImpQ1DkNCl36GEMEVYAuHdNQRVFrgstOkmLpM10WGY8AqR2M9zifqJLw/b4QnoosASYqBFIEkCfIw9EUsRmGzwT5DUlmK6VIsr7xfEotZ0OJLZqCnzqtaoJgzbHOZi5AivHNOkvHuuHQ5RJmukUJLSkzOsVlvRLmxqnDO0XVy7Tqnl8KOMQ7vvMwLzgGKFBNhEpGN9WoNKIZhRCm9dDRORSMe3Mv88O+QaOSUl8qPTPKJVdMSU2S93jCME/0wMp21PxfJQFU0hmGGixXo1FkikU+yYJkz5ZCzoGL+zPP7eZHIRb94IZaV71qUT0r1ZXkqiwKG0QqrFd5La7lpW8H2F8zvvDOfIyGniXR3H6Hb0b//EUWgbSzOlgUrynaJtnP5vQVCU2/X5K/fQphQ08TmYot+eV0W0yQdGF8q+W6FTxmzHiBG3HCNyqL8ILulwGM2l6Sq5k4lxqkjqUSyibD2oFaEpmbwHqOk1jNpQzSG0WisyWA02VcSXM8E0pwYsmFoHTHW+BcvyEOPvb958n4D0XLf3d0QxhGdwbtq8ctwtbQKbeUWsqstMD5rrMBvrOwbax3aCibUFJ8WZy1tLS1UjSADrJaA53A8ciiwhKHvqYzFaIFKKekTC7wJxZTAZyVcoGIaOFcuwjgy9gOHTlQahqHj2O1JSUzxpnEix4E4Ocah52g0nz59AqXY7/dP3m+vr9dcthVdNxCOO3ZhYOwGYoYhFQX8AgPoO9FOd9bhjGXoOvb7A413NJXDWVHxaNuKq+2Kq5Xnd69bKqNYeTBGSMzGQF0ptAZnBCetVEQVfK4CUgnKEwUKFAXaOJNBY2lxn5MFDKow04UUp/JM7JQAKArUepk3csqkZzi+rpqanCbClMQ7SBouPJzAEjrnuSkh2Pe57EMmxEw3ZnK9YXV9xdV3f8M3f/+f6P7pT7j/8t+pnGPbtmRnuTCByloutle8ennNX//N3/Lm9TXt5hLrHUrPYBWZG/W8McqTqVDNFWYTUUfIx0jSVlrbYSSPB/ppz6H7QA4DF5dXOBN5cX2JpyfuvuPyYk1dCVdM5sVnQFhCeEDMnsfj5ONxpQ9Oi1pVVVxeXvLmzRv+6q/+ih9//FGuCU7J/pxgzB2NuRI4t/2VUozjyH/7b/+N29tbXrx4sXBE5kX9XAlr/uwvbe/5eEwwf/y+53Q0xIwrFDNQ6cCmwsUQ92DpMMSUCZOQgnMWVSAprChSkMpzdmIkl4xCxZGpmxjGA8Yp/MFglOFWebSyVG6FcxVXr19T1S2v33xH3ay4vHyFr2qS0SgMEYoEqrhFpyjnSsqKMQgpXXvH5uISYwxV1VBXTVmDMqum5uXVFcPQ8/nTR1IUQ9NsMkaZn+3X3zIyItUOUGWB8Sjn0FWFa1YkU6FcXThXyHZPkElMKUOW/RqVJhpDyp5Ja7qYcc7QVA0mg/Y1xjtcXYsy13WNrysuLq/w1jJ1B2IM7A+d+CBkR4jgfEXTrtjvj4xTJMXMZrWh0AsZ+54w9OzNHmM+s9vtUGlks6q5/Ktv2a5WfP36FdfXl7z76g3WarJKjEPPv/7zH5683wByHNhua5RyOCMw1eMhMU0DcdIQ4H7X0fcjY5KkSghxpTimEB+TKTDc3HCXE+l4hx8HvMqs1w1KWbJWdEPgX3cdQ1Qck6APLivwccD+FFEm09/eEYaePE7kkBm7A6Qs8UgcSYOoicUMOSlUGPGMmBxQMWCcxVtHIDGMAyAwa0nShYMT9lPhHT09uR1HcfCuvGe92TCVue94OCy+P+fd0nm9yllQIm3bLp81TRPH45G2bYvdgoju3N7e8r/+r/8flFK8ePGCi4sLXr9+jfeeoR+kuO4EDv/y5WtA0dQ14zQs8FJrPLoYACrg9uaO7thzc8KhEPkAAQAASURBVHPLH/7wL2KsvT+y3W558UKEMcIkvKbTvDrPhTP0rKL/lSif35Zo5LxgVo2xS0Ug50zTtFIlDXFpp5ySjBNPgzmxOJu/1exdcSaBWD5g+ZzzSf98Kpp5Hw+eVw/VSR5U2M6+V6AbUSA/RlrtVSXtz5mjMf/uGebx1KHITIcdeeiY7m+xtUONLzGxQakEBgjxYdoYxW/DNaKwJKZ4E81mhbu6JCWpXKq52qo0xniZ7OsJckaHsFT1549VSqGqhmQtB50IcZSukoZYOaAmVp7JWokgtSaVCo/WikknTMHWzp4Z5ExKMDlNqCxp8rjtmtxZTHd48n4DURPrDgdySnhXMfmpOHor3OAkmfB2qXZKUlEIu2cqLYshlCnmXeXmrV7kj733XF5eEJOonw3DwDgO4iivS/eiQDMmkgS7Bcu8LL5ZnTkuCz9jGnr6/T272xv6oefY7ZbuRQyRHCdynIRIPmjudztyztzd3T15v23XFbpt6LueP3tFpwLHaWQMiUmZQrnORa1FeFHOeZz1hEmgNqu6IrY1lTeQNavWs2oqXl6t+dvfvaYy0Nj5HJRqp3OzK6uoZYyTeNrkAj1K5fpPiHJdLATRWc589tmZr3Olzq95UbsByjkXC/9KigblLJfPj08P+CrvyCkSQxIzyLnCr2UboHC/MlCqoeSCV84n19oxZLA19eVr1q++4vrr79jcd1grstCrqgIDl1pRecfles319oK3X73j1csrqloIjTmP5DP4FiikbGNBWZRfY9oA/gD2QEZLshUnUuiZuoHDXUdV1aTQYXRmu1lh0gXT65esV7WQ3PXsrvscOEFcij+Px+NE4/Fz822+ZudF9Xg8/qzANCcaswTuDHOak46ZJP7DDz8wjiP39/dcXV39zHjqvJPxaxONL/093z9HdUorVdTaMlOYNfDlFqIQMkOBT03jQAwTggRIZD2rdEXiFKWzqxQ5WFQS3fvj1KOteAuorNCTEm8L5Lo/HHc0qw2VbQmbiVV7gTGOFDO6QLPEk0BItSlOZd0WKKZxFm0NzWp1ItAX9UFDovaei82a/f09u7t7Bj3KdZsLT+JZRpFKYg8l/OSsFBiLcg7ja6wKYB1Jm1IQ0CQdSFEX9W0pVCYUWRmyhagUw7xtvsLEgHJePtN5gaNdXuGritVqLV2IMJESdMOBYQwoA0mZBSLV9wPHY0+OmaZqSDEQYyCMoygCZvH6CJN0JZu64mpzxXa94s2rF1xeXnB9dYHzDlcZuu7Ax5++f8Z+g5QmmnqNtZoUIm4MdPuOOEVCD0xw3B05dgO5btHezVXikmhk1JRI48hE5hgCJhyxYaIysKo9EUOXFAORT92BPsCYPcZa6sGTsJjbCaUz4XgkTSN5EhOoaewBJZxLEilEKc4WJSSbI1ZFVA6QRzQ11nhSzHKNaFWUUQV+HmNimEaB7j/D7DCmtMA0m7qmbxqBfxZp27nDKryJuCQbKaUHqnVaa/bFg2YcR0IIS2f2eDzyhz/8YVGJggKrcpZxGJd43DnPdnMhPKcsCdaMJBIopF7cvA8HcQu/vb3l+/r7Ypra8+bNW4yxhBBwZf4cp3GJZVSpuJ1DxX7N+M2JxtwyLqqzUFiJurRxUpmcT5PvQ7lCeQzmzGr+z6kjMcvfzd2M5ZXLUKc3ysFeOhpfTjS+tGAsyUs6KV/JCWMeZKFLspLPM7rfPla1Y+wTIY+o3Q3KKdrDW1ZVhbEOrQ3KyUlLLhCN4gyuQ8RGmRizdiSricqUim6UiqqS9lBWIleYSiKoSgatynHK5bOtsaIGNk1MKRVvEeGm+MrJZB0DOacSfBTcEUHa0yWYk9OunH4KphDouoGc4fr6JQz9s/Gj2htKRxzjNMZpjv3AFCNqlM3yRozaZofrpmmWNqJzjnFJdCVYU0Umz6jinFtVXF5eLWSxECO7/Y7d/f1iOhmMhpxx3oOS5EIEN0Q6bwoZlaNgHFNmtxfjnMNhz/G4Z5ompnGgrRwvLl+KeVnliTEzjgGlDdaZZXLJJWl56giHj9Ta41Pk21crrlrNnz/esu9G7sfIEHNx0NVoVZfr05Bz0TNHM1OzpZKa6Y5HPn+C3N/hxk84DbWRBMOYch6Y+bIulf3ZTyMLxEgZ0XDU83yAJOKzT4uZO6CUwsTcMsgn9Q6jzakqzum6F9lPhUqZQ//0fecrh7W6KFkV9RA1ewDI7QT5nLsLZe7RFlXMGSftMLbF1pfgV6Dl3Pzm7SvIkR9/+gYdR964CTJ0AVQO9OORbqpZZzBZC+kuS0FCTmM5j7PWZOVYX7+l3b4kIRy49dUW367QzomUeAhMw4Fuf8Pt++8JIbNua7za4uI7Ki9SmwkpvojG/NPGzNF4zM8AHnQPzhOLL5nyATRNw3fffbd4WhyPR25ubhZJxhDColI4i4bMqlAXFxdUVcWbN29Yr9dcXl6itabruiUZOv/eecGHh8WtLyUb82vO/z3ffu3i+6UhflTz/CriCLnAV0U1MS8y2OQkp1+e1WVknq5cQ9X4ojbVYL3BKalsZiMiKTpLddh7UaTTygkpO0ZS33P76T3d4UB3HHCVSAALr2VDVVd471BIxT9ME1MITOOATxVeVdJ81Iaqbrm4eiEcuRwxCK59iolxnApWvRSDjH0WdGocI4ONmJS42e9RWnEcJ6aYidqSjSEbTzbF0BCBr2jrSEmJx8Io/CBtZgNEMeBzzqLrhspaXuqEryxXL6+lwFWJTPyHjx+JIXL36bOoNt7uGabAcUxMIXF3f6AfpiW0yQXaE4ujuXBIQ1mnM5X3XKwbLjdbvnrzGm9NkdovXTOdMd6jtWK9Xj15v8m2BKpKTJVTyAwucNhlcgr03USYImQ5T2zdYtqVmB+TcSQMiRRGxmFCjQF7GFBMGJWw1lG3LYeQ+LwbuI2Ju8oyGpiimPX54z31qPHK4wy0U6RO0ClFNNId1yaQw46YDqSQIYEtPBqdIjolpqmjGw7gM7Wqsc6y9hVJOWIxYL263ArnTkvhMaunFwbmbmpGuGHee+53ohA2i1ZI8fNUtJ5PgGmaSCnjvRS45y7sNAXu73eA4urK0TQtV1cvivWDQLo/f76laWrCFIuBX3falkyB154gW8YIfLHvpXj6+fMN9/d3y7XnnMP7iuPxyPHYiWDSdCrgLL0MJZzUeZ0dx3+nRON8Mn7wQUWdSRAP587GJ8Lm+fhS+/lBK32BTZ1e/+CeU3PicQv+cVWq/GvZFs6+W56WQGHe7vl9ywKYiijfMybBtnYcdEaniDrswBqarmM9jJgIWmdxTdMKMQbJTKMoaIlGhiQSSs8u0/ZkZY+4FpdXyW8u2fDpR+YTrCOfjlMqWG6yWRINpe0JC5wTKZaeyOK3UQKGmE4+C6UrNF8MThsuLi9Rw0B/+/nJ+w0QuJMYw2OsRlvNmCa6aSQVhTJHcX8t7rgyYYuJECkuSWzOkZzj8lu1Ej5EKoGIKoEljBwORw7Hg0AUosCcmKufKS/7ImVFzFq06jMcu54pJj5//szd3S3Hw47jYYfRRQp6fcnbV1IFa9pWKt9jYpwiu0NPjJmu6wsW5xmJRneL8g0uK95etgwrTz90aBXpYyCkKAlm8UKRSoY01pQ2FJCSJFRJ1Cb6PnF/NxKOmbiLix+GcBPcsr0Sf8s1P/OixtJx0JWIH7jSdTJanW5KxBsWMjjIpTt77hTvHmtOU9ecaAhUw0oCkBTHZyQa87ZpcpHP1otRmWTrQiBVap47iis9gLKgLVlborIoW6GqDcoKZruual6/vCKGia9fv8GkkXd1YBon/vT+BogMYWCYelIS/lZOkmjMKC5VeCKCSbc0W5HlHvqeEEbqVY1rarSVXRdjIEw9w3HH7uY9xja0zZbGrWjNK7SSzz51lp9PBv8Sz+Gxcd/82Pl7zgtV3nvevn3L9fU1b9++5Xg88vnzZ/q+5+bm5kGiMY+5G3J1dUVVVUvCsdkIgXImXD5OcB57eMy/5fw3nI/zNWnp3mv9QPL2t44YA8zOycX2ORcd/hTn/RSKOlN+sA7OAYZ3FZvVhqauWK9aRHhZYFQYQEv5wCpNY0VsxCgva3RMpGlkd3vD0R64uz9grIcU2Ww2NLXIW3vvMdYtQXFXAnS0wHg1wrVyVc1GG1ljUiRNE1N/JISZzJ4WBbFFtv6JY5oCU7BEDf1xIBf4YkqZpAwYRdaWXAoHkmhocA4VpaDRp8iQM04pjHNo73GtBKy6qnGV56p1OG/ZXm3QRpHITCFw8/mGvhv4+NNH+n7gbtcxjhOf7w/048ThOBJCKh1b8V/SSriCuRT15uQSMv7igk1Tc3Wx5u3rl5CSkLCBECa0QQoLGpozCM5TRsoB50UmPwUR5KmqSJg0fQ7EKIBNpSzO1/imJeRIyFG6CTkyHhRhmtBRilLWJkwl3DPfNBz7kbuw5zZl9k4zaUWYwJDw/YGoFZemwlpFPRePtJKwSCdQkSmMhBylGJYVxom6E1GKQHEc6McDLojRpTVyDiYsoxIExmbbQulQaa2I+enX6zgMct3kLMpY3hOKDPfhcJBiop8D8/O54gQTnZOROXifleRmee6qqrm4uChCGSNd17Pb7QghoBBExFASiNmjRpKMGcFyittDjPT9wO3tLe/fv1+26eLigqura/quZ+jFj647dstcLcdCUCx1NcuA21891/3mRONx52Aec1WyIHDksTz/6JK9nwVNaqkGls8mn9jd5RH5jPNvkIcfTEZ5/p5zTNSJLqkePHNGo8y5BM8gmsMPzdF+TgJU/Hyp+fVjHAZRjtFgpxHTd6jdHnyNW22xvhDZsiqToKhhmHlhieHh/jpLxLJSxLkzxGmfc/avXKAlc6JR6naYXBbIKJN8YccspjZz8DTTqlNJOGIWFS9yRmVp+ZusiFHgHAaNy5qUMkP/vI7GV1+9wxsvcrZVhfUe76y4gOZMViK5pxH+xNzGXq/WrNdr1uuVVDDDxH5/z+ebjzhnca4+Ow9VgZpE+q7jeDxyf3cnykvTJPyeDCiFL/C6NIzkKL4KWkG337Eb+mUy6fuOYegxWnFxsWWzbtlu1lxcbnj56lpM1aqKmDLDEOj6kTFIQJ/HCCjiL1RTf814c9Wy8UJsDBPFtOua+27Fi31gPyV2fWQIiX6ITCEQoyZGoc/HHIS/ZBSm0jirqb1ms3LUNlO5gCh5Bel6LCQGua7SKJd0CPJ3THIN6ahQOjPqSRy/7ZzwFbnEkuLMXbOc5i6nnIezysfjcd6JVFnRjU+vVM0wT4CUJajLxTQqc+ZunEXCO+fSHVo6HJaYDH1QrJSnaTfiEzCO6BRYVYrrbctff/sNlVH81VXNOI00f/4zxouSSwo90KCBkKZivClCGakEI8oCRqOMQ5kK17TUmzWutihfRDW0wvqK1XojHbRJCMNGZZIu8uLIb5RihtyeOs7J1efJw5d4GfPjj7sL5+P8c5xzXF5eEkJgvV4valPn75vhAjP8db6fzWBn0vjPyZkn885Z2GH+/sfjPBk6P2eMMRwOT4eKDuNYOsjSucipGGYlES1JZ/tK4IlIAoo4ndeNaPC/efV6gSCO08DheJBEIxXfF2LpgBhiVoRc1BNCBD0yjMJNGsZIVprj7hPtasXu9hs22wuuX76iXa2XgKOezWcrj7eOU4mRkixp+cooBaxZnncKYTnflFY/Qy/8lpGNE0nZmJhCL0Wy0omPUZOzQg8TOavFqFSKGxZtRQK9KsqVUjgxxJS4vdujVebWKCpvubhoSlA7McTI59sb+q7nhz//JLCo3ZEwBQ7HQZT9QkaljJlEJaypG5y15BCFZxACKQSslfNnvdlwsd1wsd3y6qUYRNbeiRFsTKQE97sDrjdMecIoqKr6yfsNYL2+IGdFCEkgYSpj7Igych6kGS2hETGZqmLV1lRNhRo61NizG0eONzeibkgiGYuqPMlVdFgOObJPmlzXfPv1t0wJbu/vScNA/vyemCIeaLLCl7hiKjLxU9+Twkg/9YQUcL4R0r5zKJXJRrr/QWn6rKmKG1NGDANTSbbbdcPb776jqlsuX7zEOsMw9fD/+L8/ed+JGIleZPTzGUJnVn6aSd2nYv2pOCE8MwnqV6sWaw3H45FVuyLFRFM3/P73/4Fx9i7zjmkKpHig63qGoedP//JHdrsd//iP/8hud8/xeCCEabGN8L7GGEff94yjdFJmQQxjDG27omlaUpICqWzbSbxJa1PQIpaccuFtKKbp36mjcV7Vn4O0eU2ek4yHIXl+cHf6LB50FuYA+PTZP/vysz9OSUd+9MFfmqbU42fyXAmaF5ISGP1CEU+28TlpBozDhC3GgnaaJNHY78FXONfgjZcQP8tCqbRoY+sUCVNGTTNv5fRLZljajFvK6uELFCd4ysylmX+7AsHoArO0KHo2N8zSvchpjvUE861AKrualBRhUe4oROoEMUuQZbLCZU2ImaF7unISwLt3X9Ptj+QMvhI1ispZqdJmyKWTMCcabduyates15vFfThME9M0EMLE0PcoanR7Uo6ZO0ExJIau53g4sru7Z3e/W1qIScoDVJUo9AwloKoKtv2uP3J/dyuu3yEsE8rlxZaLiw2vX73k7dvXrNYNFxdrUfcxlhgz/RDY7Y/c7TvUGIoMLaRnyIy+uazZVq5wGoxMLh4Ow8TVIbOfMt9/OnB7GPh0c6DvJuFkZyMu6CliFFidqZ3DGk/lDZuVx+tMZTQ5y/mZUYQ8709DSkIoFBKrIi2xuUIHJEGezbKMUIFkOpGuEzkuyXGImThXar4AxZwnCwVnVVHN+AxNfkr+KZdM4UWU9srMlcjlITktigPwLNOrLCFr+qBotadu1ljnSNOIzoFVpWHb8vtvvqGtK/7u3SvGqce0NSFPkgSEAZUDKiMcnpRQRqHQpBwERqYReWdjUcbjmoZ6s0a5DEb2WUZhfc16kwFLDCPWOoyWOSBpU3JtSW6L6+GTd905GXzmT5x3L86D+8cJyOMOwuPEZCZznwf550nN+XicIMx8jsfdlMcJyiyf/Euf85f+ttY+SwZ9HAdpaufMNI4Clyq69fN3zf8rk/jy3qapuby65Kuv3vK7775jmsZSWd3Tj0PxaTESAM0SzVkgiFMIZ+thJqRjMSO7I4TA7acfaJqG4+4zF5dXfNP9nsvrl1y/eMF6vaUqsJHZdPZ0bAGrBP5FBjVJd3T2AYmhBDKiHPesVdYahiSBe9d3pBRQyqJK4g8GPUqAlLPBWOlszJKfSmsqpdELGkCgonf3O1IKpDCwWbdsNu8kARylm/bjn35kv9vzz3/4I2M/QpQ1dBgF2+58jdIGHSZMTDSzwXHsmUIkTwFCwBkRY3h5ecG3375ju93w8vq6rPOGoDTRSLJ5f3/AOk0kUHlHXTXP2XOsNxsSiikmvBWRF2M7tInkwtHMyggPyDmM91xeX3N5fcl02DHt7xl2e5Ix0kFVmWwsqqpI1tFlQ4fhkBWmWfH13/4dAVA//ivDbsfx/gNpSpJooKgKXOAYEiFnAj3jCMd+zxQG1puMaxUqC2w3KSmATlrTo2lQxDnyy1IkykRWm4a/+x//louLS7793V/jvaN7JrRbVBBPcwfImjDTCGYOB7DAO+fYQBep6FjUTFarlXjNdUf6oSfGRF03/PXvf884Ttzd3RXeZ6CfJj5//szhcOAPf/gDd3d3/NM//WOBlE7k/FDeVnjVpzi+Kp0J5yyrdkVTN6SU+fz5ZvkNknDbIhXeFN6IrLMhREF5/IrxpI7Gz5+QWFXmQlGaIT/kYCwHZckR5k7HXKnMSy4hC7x6/Nb5E06t4gePnj+YHz2vTu+ag4dlG77c+3j8u0F9+bf/ynEYg1TdlRZN5zGxu98zYTgEja4k6cBYrK3RxjENI2GcCNNAGIclm5u3eHZVFXm1h4pei1yfKeZeqUAZZqJ+qR3pEvzlBxVMxRwZztTTBAvxOyOQqzidOhqSwJRuCImoFPQD43FHt3+e9J7KkqjFGDnsdqIshWLlK4JJAl3XslhstltWqxVXV1dcXFxIu79d0XVHxjCijME6L06bKZe2pUi/xZQgTIRj4rDfs7u/57DfSwCTEahT03B1dSVqEVrT9z27/V4k/1IgxomqcjRtxXq1pm0bLi62paOxZr3d4r0tRIYCu9EK5x2+8tR1BajCc8lfOP9//bhYV1w20tFQhVCqlaMfNc3Gc4yaqegP3HzeMw0DITsiWbgAWjGFxDgFUkhYBavK8uaqoraKbaUhi3ygDM2ME09ZeCe5GGidNdOWe2npQlWJGaBSEjinFIo6nLxJoD8l8Sp5l1qq73opJMgEGqV7khX9MzoaKSUJghADPVDkMEOK5KrQyiy/AUSnPScFIZCnSNYW06ywTYtvJDjuD3vC2FN7hcahVUtdVaw2G+rc8jv118Q0YeyAteX3R1HtkgKTzFwpCWTSWoetapS1pV6g0FaTdQJV+ptZ8Lm+qhDDywptjHQC4ihJZelMFbkvQnz6vpuxxjnngkM+waLOA/svQapOyiz87G9g6Tg8Vir8Ei/k/D3n33dOynzc0ZiTjFPA8HBbfwnaM1cqrbUPnM1/6xiHqax/QniVpGD+TeoEJ1zgybJNgtzLxDSy29/yw4/mgZv6br8r53SBjBWjOq0EmDvvC6U4KzZJW1KTmPoDxJH3P/yZ+7sb+n5gs73k62++48XLl6zWW9rVGrJwreZkVSnplMpeSwQjXKc8q8epOVATfspzpIGVryCMQBJYV4TuIL4GCvEFyVmOf6OaYvYpaoQzNDQG6RzNkcGMZIpTYuxFyfHPf/wzxiiMEf7Zp4+3jONEbRpc5QnjKMIltXDRvK/RxhIaqc5vthvqqia2gTRFwiBiI/Wqol5VvHx1zYvrywKdMUWuO4oJYKkkz+ITUx9QUfFMqyru7o8oRqxRbNYOheHYDxy6jvv9jsOupx9FkCDcWPZTzzB13O1u0WFEhZHD2JGcJpDokyxxHjApcegn7sdEUp7aNby8uCYoOHR7jgqO1hAnIVfHLOgClQFV5LunyJATOdnCp63RqmYKitCNjBHGBLvDxG7I2C5yf+ixLuITYC1UBm01q01Du27wlcFahZqeXswbxhEzd1VLLDsOI4fDgT/+yx/x3vPy5UvW6/UZv1nmmcNhx/G4R2uzcGRl7e+4u7slhEhTt+SU6ToRpbm5vRV1qsOBcRy5ubmh7zt++P57jscj+/1OzDHPoK8yd4mJtfAN1cInmTmszgvseS4GKiXS9Cdp3JN65zzxlHLbr9pPvznR+NnfpcorsXjxLlgSjlmf+vxd5/Cfs4n8AfRJLRPeL7VSfynm/1ISMn/S/M8vLEVlG/9SMvG8jsa+m6i94DLTlEkqcXd7z26IxMNIdh7dtGjnsbbB2EogOyFKJX4alkVlHlppXNG8d8u+LmFXwYGa2dk8BDhTzppb2zPHQvgeJ8u0okB6glLBIoWKorRxJQBXGfncUp2aHdwnBWO3Y797XqJB0vT9UJRk7sW1erWiqSqZlFBYJ6T6i4sL1us1L1++5OrqsqiIVcQUOXbH0gL0aGMIMWOsxlcNxkmiEVNiGo/c399zd3srMnVBPDvqqqZtV4uzcM6i7T/0HWOfxJMjDKzXl6xWK968ecOLFy/Ybrdst9tysQr+GsSQMiHBsjOaKibatpFQ8m6uYj7dz+B6W3G9roXvEEZyiqxrzxQyL/SWLjl2x4lpSvyJzNANBJWJCrRVaKeZQmQgEtuIVbCuG969rFlXjherSq6qORAs08GsUDGO04PrdJ4uxklkMK2VCbZtm6LbL8FSSlHUpMo1G6MkGrM/SUZ4BKqohlHOfdEb74kpMUbYP8MZPOZEiBFFQon1bakSzQpvFN8Mlu3MRaI3jZPAIrTDtVt8u6ZqxGTuuLsnDkeaStF4x+XFFd5VrLdCVL5484KYRu7vfiDFAXJPjNLhUHOjIUuHJ5JpnMc1LTpbOQxGoax0N2cdAVlnLdYZtHZoVRGTZhh6cgqi4EIk5bAEML+2UvWlcTwel8B1GIYHKlRf4jycw5geJwEPXXBPr5/vz9/zJUndx9y+xzyR8206TzIeQ6dOkIefcw3PkxBjjHAVnji6Tjoa8xxx6tWd1tI5sdClm22MLtCjTIwDt3efOBx3BQqamKZAPwyFZzb8rJv08Pc8bGbpAr0Y+x1Trzju70EbPvz0gaZd0x+P9Mdv+errb2nqBszJV0AZKaYkEI6GzuhJM7scLd9npNgSwlQqu08b2tdFFCVjnCOTOR5v6Y89WjmBNuZMFWucs8WrQiC0sfB2YkykuNT0yNLYJUyR/jDQ7w/cffxASqL6lZMUF4y2wgFyij7tSCmWOU1TVa2sw0qO03q9xlcVJilUUozDwDSMrC5a2gsx9L16sV3O2RAS4xiZihKg7F8xAx27SJ4g6Oc5g9/cHghj8QDSK6zx7LuO3eHA5/t7dndHQpSpfhdH1L3j9u4TVVNTO0PjDKE/kirDqBJBmmfSGY4JjiN9zETlcb7lzdVLolbsxwNWwU9GpJNjiIRStNYl4FVK1owuRoz2GG0wqkXrhn6KjP3EcUp0U+I4TOz7jLYT9e6IrxxNTtiqkn3uNJuLNetNi6/lWlf90xONY99jrV3gmwrFMPQc9gd++F7U7r755hsuLy9p21bMjbXMI31/pO+Pi/rU3PnY73f8+OOP3N/t6I99mUdHhmHk06dP9H3Pp48f6fue29tbxmnkeDwUGWw5D2YoF8zzl0LrjLVq4Y3MScaSQABzsmGMxvtqea3WWkwwtV7QM0ktQpH/5nh2R2OGFc2VyqVHoFiCWB49NjcPljbwo0VEnb1uef15wjF3LfKjx8uTD4Kb09c9etXDZ+ek55cTDfWrXRC/NGy7lu6DUuBqsI6QDSrB0E/EKaOiQtmAtgmtx2LIJPKzIYzMvzaX374sjAiJ9qxvVCbK0tGgJBo5lxINzHXguUiaS6JhED0OlWbju5JgLIGLVFRzMYtSKLEMS4kcpuJDoRfjstAf5TufMfb7/XJc5sBlrh5q64ta0+lcjDEwTWN5bSoTtCywddPw+vXrJSg4dykO01RcOPfc391xPB4laMgPE7xhGErrMDDrYmslhCrvLdfX12w2Gy4vL9lutwupa8ZlwqkSKa7zJ35OjJCiQimLtZqqfjr2dgyRPkiwYmZjPG3QtiycUxZjtPs7hqEnpkDWhqwiGUOe4Usp4oxm1dSsmorGeyqjRdggU5TN5r5hXkQKRECtEC4RvknOnNqv1qC1ovIaO8uya4W4e7Nc4vNiH5PwRCifr5QQ+eU1hfgZIUaFUpngnt4Ourm9RW8NWlEmYVW6JXnRvXc2o02m+Isu7RqlFcpomlXL5auXrLYbgTeRCWNPDKN4VaiIUqKDnnQuSUKFjhpja0lapoGURSlIQXmfkFrBoG2F9RWhH4jTRIoCt9KIwpcgbPJyXObCkNJGSJJxJKS+VLllp+uHZZ/fft6dcSDGcXyQaPzS/Hoe/J8nAI87HPDwWjxPGB7LnP/SmD/vcUfjPMk4T0zOE40v8TLO/22MeZbqlDLFrHMp1MG8qs6wQKmIltdphSkJu7a6qEEGxlHI41KlD5L0p/SgYzCnL/Mfi8obp2Tj8aoyd8XH7kiKkZ++/7N03kNiGgPbyyu228slsFMIITeTCvwxLdeu9RY15dJtjxy7PeEZHiRKF5nxlIuXkcb7mpwFRZAz4vXRD1RtwIXAFCMmRMYpMkzClQghYI3GWzHga+oWpw0mZUIY6A53chycCEI4V2GNZb3eoBEPoRhDSQg11WqFtZ5ZH0/ZCqVFadJkcSTXxuPqGusq0JYpniTpY8qgJAhti8Gl1U7WWiXCJL9W/eeXxmZ7zXbjxXB18wKtDb7+jK1GXG3xg8UXJiROZO+NyhBHxpiIQyaFkRgGNAljM1mL07gqML2QFNpItyQPI8pofNZ4jDymDJO2jFqjoxSsR2UJSqG9xiaZ36cMAUfAiiqiSiQVSQq091TG4tsaU1Vsri755tuvqNqWzfU1Vy9estmuqWuPlGrmDvXTxv39Dmtt8cDo6bqB40E8qG5vbukHcb0XcrcU1Ob5ZBw7xrFnu91ydXWFMaL6dX+/4/2HDzhzy+3NncCPx4lpmtjt5RrZ78WrZZwEXmmNiBzMMYYp6qmiLqoF0qhPoi/+LMmYEw1TlEjl32ZJMOb4SBtT5htJOLxzvxpw8aRE40vt4/O+hMSjpUvwONkgLxPWXP2c2zznalXLe8/vf9VGyjecpxY/W3bywz/mbfmlRWp+5DmqU9XmhQQoOaNqTzaGCUsOsBsHxjyQ3SRYa9WhlF2W+5AmCQLPtzOlkkiYJamAn3edtAB+iSVIUqW9t0jSLp0eCUJc4W2okMSfQAv+UelSecoRlQopLcalq5JjFPw5iGKH1lS1J4fxEcn/t4+bm5tl8Z+rhbNOfrve4nwlVSwjwWAIE33fLWY1YnwjZNfNes3lxXr5zQIniAUX2dF3HR8+fOD+TnTex3FcLrh5HIoZzwwLmZO+169eoc1rXr9+XZIOv5CT4WzxVnIE5kRRQju5hZCIEbSS915dvXzyfjtMATsIbMHliCbjrEMbzXCcOB4jn29ueP/+A4ejGAgmZYEEOULWkAJZR7w1XG7WXKxWbJoaT0IHwX3rlB6dg6WhWirw1klVKsyqZVoLgb+YVQoZXFrtLF07fep45gLJSois57IfFbOpkfACUnF/zVgtyclTxw/vf0LnFmdVmaT1MhHMlPdcgZ0r3UozV6CVBu0Mm8sLlHdUFy+w3gGJsTuQph4hXyeUOoDORJPAKqwV0yxrV5A0w7Ajx4x2xcQwRzKKrFvQFcavsNWKodvTj3fEcEDlqcyx50WgIj2O+C0Y66j9mjgN5HAkxcw0zapWz7te+75fugxzonHelfjS+nHOs3isN/+4+j53ER7zO75EQP9L4/F8fs7NOO9U/KVtn/+e54fnJhrGaLyTBFer03cqpUT5SBuRWtV6UUZzXmRYpzgxhZFpDIyDFE3GUXTzQ/FoKiropcBx7nHFw+tqvpYfIA3KXUoc9ztylorrv/7xT+x2e3Z3O9598y18rWhWq4LzN3hnCUpgSUunxkBVOYKGsZdK7P39LdP09C6k1iL5HlIuwhOGql3hfM3x2DONgWEc6ceRqm1xVYUZA8oE+nGiH4IUm6aRuhJfEWs963ZDqhraqqY77hm6IyknvHNY69hsL3DWs16tUICtLGGaGIufSr0VhcGpeCvoYnZntMcqi3EZnxJV43CVBaUZwxwXSbyktMF5i3emeD95chTJ6hwjw+HpvCCAqxfveHG9wVrDdiPrY7P+QNWNVG1FCAHvKoyxFKsgwrzWjj3jNIASgQKjFd5pBuAQMwqDSRqFRZsKrQy568AYqqSps0VjCVhG4+i1JpTJu9eOoA3aOjyaYzcyTYkxV5jsCMqQdSRpKdZYX2Gdp64dtvG8ePuW/+l//p/ZXFzw+qu3+NrTbjbl+o7FJ/bpcd3Hj5+xVlQ6dzuRs7+7u+f2RlSdDocDx2NX5Pb90v2Q9UoKyF9//Q6gdDZqPn76yB//+EfCFAlj6dZOcVGcA5j5uSJ3rE5JgReYkytrlnPyuPdVKaqKqM5ialzU3mZDY/m3W7orc/Fk4WNrhS5xlXNuQcz8W+M3JRrLmOeen60XZ/WPeeY6b0TME1UpVS5/zxXj5T1ns1753J8nC1/KPCTNkeq8Oj30F39LqdD/Gx2NWUngqaOq29LhyajKoYzG+IpsDXXWWBRYV6T3hMA2JxQRI9Xg5X9I+VfPFXHEnKh0JZYduyRsM9dCqswKgV2dJxritpyxWXgbKQuZKGtNNuKmrY2CpFFJk00iRV1k+uQ1WUkVZg6+cpGV/ZIc8m/ad1X1oFo5QzKmaSKkjDaOY9dhnS/eGZabmxVN0yzYwoIywBhE3ahUC3POxCSmeseSaLz/8GHBQD4OemKMHI8HpmliGHpCiDhnUbqhaURvvWnaJcn5UmBySqbluRgj/TAWaTmBG223YpRl9NMuURCTqDBfk1kJKS7OJAepelxernnTB4KyuKqjC5ohFtNBEkZTzCxNCbgtKWni4qYrZmHzFZtzLvj+U5DktCTFsVyXSrsCSyjV/4zQOygzSFlgFyx5STSAIv88hz9LrZ6Yg0h4GpFaRil8evp5d3d3x+tLi9FuueqEB6XQzPAQveBtJc+Qno4xGp0NtvL4nLFVJcRTDGSDSqZ0jhIwgnIom1FW46qWlCL60KBNRmzONDGHRWYbpTFVjXItaCvKbkNPd7yDoUOFEZQhz61zIjFFUohoAzpVeCWVP5UCs7rIAiHKotLy1PHYOO+cP/Glgsjj7sWX4FO/lGjM3/NLkKh/a84+f15rfZJyfJTM/Fscjfl6NoX78tThvcY5qUxazYOF3lpTJCbnaqVZYFMgkMM5UQshMktdGmOLYRfFUf60Uud5/Uuz/n4p0z1ePvOpm57PnohhYkRxf3vDe19TFR6bJAxZeGdNTU7hoQkns7qXcIeMVtS1f5aruoh1GJSR4J2U5PqNCbBMbmKYxFgwwwKVFRl3kSlXBVprStAVSkEpTAP94Z6UAutNizGaZlWLR0TTopVAmHPKwr+wFp8BpanbFcY5KI7uVuniFeTQajY+zmhnJYizgkQIYWIcR6wRl2ulNAYrflHWCBQtGaLO0l14xvjq299xfbHGGEVdVZAT7775lna9YbPe0h87nHHYwnMRhEck5kQ/ihR3TIGQJoxSGGYZfOH59Z1A0nKUirh3FmUMtbL0ykDSxKQ4xEzISeBWKdNNIyErOgIhSwIWc8anjAXqdUvVel7XNbapcXWDb1tqa1lVjlevX/LqzVvqtqZq6xKYz/tqvn96RUrEJaTQNQwj4zihlAThbbtCF9+kqgT6c5cBYOb3xZjZ7w9lPTmwu98vAhBSTDN4f/LhmOeE827DUnwoCYd3Hm0k0TDlcVuSCWtECMFogy5ziNbCV5o7F7qIJCitROmwzG/SrTdLIpJ+ZTXv6VEM52nFecV2/vdZe/vxv86SjLnFKe+cQcjnAcKXJ/Yv9ytO2sFz8nD+KQ9febbIlPtfTjIef89vH6uLS4gSJJlao4xGV17ah0aIamnGYMyKICEU+TsJ/H6WCJVEIykIeoaZfDlAyDlL1V8J1tcuQVPpbJST3sSEzpmxYNS10yhvUc4I/KMwcme32vkzyAm8oTDnSFlIxKRY/BWePtbrNbvd7kFAIeY0kZBukc6yXAymXCSzn4Yvmu+2TG5Wa6w5SVjOI4TA4XCg73vev3+/ECl1mTTmAGiapqXDEkvQvlq3bKo1FxdbmqZ6IF334Hip0+Oq4BNyhnEM3N3u2R86Dvse72vefvUV2jyPWJqwDEWT3yQJ6KckeHxlPFWl+frdK+rNlvXlHZ/vjny46bjZ9XRDpOsj1kqF1bsK7xq09iIViSKUbmTOklgoJUHfMPYFQiRwBk8xRkrymysDRlmp2CXAeFB2SVZScRGX451KklRMNZWRYCeLQ3jOmpQjUxRonLHyKV4Z0q/tgn5h/PT9j3zzunQ0EANLObfUsp3WnRzoZUEAisCAUYrKWHJVY9oWWzl0tuhkiVjyZEl5ItKRlZh1mkpTby5IMdPvD+SkSXhinghpQqko4b/SrKoVvrlGKc8UEsfDHXe3P1GlAZ9G2Z/aiQEfci0Ow4iyEVM5Wl2zcZXsX1WOZwyQQCf3rKLKDG+cOxp/ycDvMRfj8e1Licbj8TghmL/7l8jhvzQeQ6O+lGT8UgJyLo37nESjbiyVd2itCnRHF8MvzVyLm0mjc7AxFSWtGAUiNY2hBOyiVmSto/I1WhmcceQsWPiUZ1OuyBjHM5ha5sF6tyyep8fl2oYwDUzTyE8//Jm72ztSCGjg4uqKaexZrVeQL0Um24qcbLFEkrnVWmwpDl1dXS4Q4aeMmDPKOAxK5J7JeGNRKHx1ZBon7nb35GFYFJZsTJiYCQkSYtJnjVrM8aZx5Ngd6bs9u5sPNK3n7dtr2lXDm7ev0VYMTmNM3N/uiVPA6rUUT4voiK4alLHoSRINl6SYJ6BnvXSPTGUwTmOdxjrFOEWO3UDlKXOvxRonsC7vUEmBtsQpczDPi0/+/n/6n7nYrqSkm6XDVK3WdP2R0B1FfldKJais0bkIkCs4jj3d1NMNHcfhKFDaGBlD5jBk7u+P/Pn7z4zDRLc74mrPqhXOzNF4JuVR0RImw2cTMRriFEgxc+wGQsj0QROzEjlbY+S4Aa9fXfH23Uu+/t23vPvuGzYXF1xcX6PR6CwBeFUL4uGhPPkcr2ZyfnqiMQxSGJymicNBTPNEUrvhxYsXxZDyobiE0RafpTsRoiQqnz7dLKp4h8OBaZIS4Sxy47zDaLMUMGcTQO9F2OMhzOlE4J5f51x5vzuhPJY5a/GCOkEuzkU3TCGQq/K3MidT01+L8vntZPB8gkfNFcg8w6GgZIuqtCkev//hH38pgF++49QGkTHvjC9U75cvKdX/L3R9f/73g+T2cTrypdc8bYi0bSEYGk22ugTvumDjtDiXqhMZO2lNKmZoqZATf8Zn0SI7W6Dr5Kx+9tvnpEtxMkKb3ZcX8ree4S/iJm50Ipsoma8DrEK5EiwmTU7l30UdTCUlK88Mk0plUdQK656XaFxcbAHpYnRdV9qOIplKLt2oGEQVq0DKYgzoSTNNhr43WCO32RhOqxOxM0ORROwZx7FUYefJZ64UBpGenB3Fiy4/sLQk54Dz/HY+1KmOWD46SyeKkwfEer3GWHGaTTFxODw90VBGuhaSYwZ0AlXgPQ4FWnG1rbFe4FTbdYvWt6ScMToAE5U1OGcYp8jHz/foNHFRQV1pNkUe+KSGlEhKQSFi6kLyzLaoNuUMWRELmWw5lVMkFMEjpaSVPRO+c5ZOmypQTK0kmY4plvNWkVImzJXZsstDiozPWEAsGSM0CoEJoojIOTYn5ykEIkqMK5WSSqVWTDEIATdmjjFR2Uakn1MiTyNh6OkORzITSfWoAKP+CV/3GHVFzuJePXQdu90903jAmQ6lIv2USGhe2yMrtaKfPpG15vOHn7j79B6fAzYHtPFoLRrzSmfhKY0j2kXMZNHKMQ0dYZAgKowdQ3cELRr4x+7pAd+5Gd7jjgbw4P7XJhrw0DzvcUIw359zNf4tFaovjS8lGufPzc9/SYZ3rjQ+RznJLu7Pp3VBFnzNbDpKmd9TEiMzkZmMxAhkjdYW52S9UeoEi9DlMwWprNCl45GSzBEpn45TnOVoH6wlBT6BFK3mDkhGCjXj2LPf3fHp43sRMIkTh/2aceipqor1uiGME0YbvPOsWlGpEmdiy2q1flaSJmZ4GrRZCo6xQIG1tTgUTdtinMPXFcZKB0EZjbEOm/UMFBDIsZphZqqIsUWMVWw2De26Zb2p0dos/BTiRJwmhkLgrdYCdRPpXIOxCpXA5lPAfs6B0VbiAZSoyo3jxGF/JDWZytdS9DAiVDGMA0YlvAbtNK5+Vs0YZaxI6s8F2ozsE+tQviIbjaP4PWZd+rrlxDAZ4zWuMlSTQ6WESokpQjsqwPDnHz4h8M0ovkRK2DrjMDAWLmVMmeMkCnupGPBla9HGsN2u0Nbj2gbrHV999YLr6w3ffPeWt29f8OLNS66uL2hWLXVtZd8mUziqXwjc1GkNfg5UNISichhFvEQpTduKS3tVVaR0krM90QXmaywQU5BORgnixSm8Yru9KGgRy3nnQhINU4QG5kRD43xV4JRzwiH7TRIMzTmMXJ1zRc8TjPlcXLoXs32CXAv5LG6Ru7OOwb8xftvZmXOR8CrJxozbUqrAZqRCq9TD9uqDhONsWx8mHmfPcUpo5vEQkvWFH7nsOH71jz8lEOcJxi9Ash4VeX7r8NZAFjfvWJVEo3VoawTrWYy40AqdBRQSx0wKmhAyMcwdmlz+L0ZhRs/ZaNnEXFrg6fEGy98zQd/O2WqBUGUDqEQei5u2m1BhwnuDqx3ZQnaKlDUpyefnKF+aU0YlIGqpZmhQQc4DazXtZvP0HQd89923fPjYcDwe+fTpE0PfM00jKSmprKQkaiE5LwZ3UvXOiwLSfE5owBSlIL0kbxLUTAXysZAuSyIiCjyZ/X5HCBPWygUcgmh4e29p2+ZMe/9hovGYoyGnrigZoeQ4eu/RxmPthpwVKWn6oefDT++fvN+s01jv5bu1cGtmroZWmoihXbdEbfmrMTNMmf/tH/6EM/DpfsDuRqwyWG3YdwP/8N//yIdtzWF3wcsXG/7ub77CWo00rFJJzhJUQlQ0Tkiri/lb4bNMSdpv0s1MMAWYpqLGwdLtmQsGOiOJRuFypVL5mceCKS/3KWfGMLJ/Bt57YxI+ggmZOCUxng1FVU1JLXIqXUcJijNtU9NUNd0w0B079lNkN0S2VJitIoyB4TgyHu84fPxIVgFlJwJ3dP/6mbq9JMcGoz03nz/THff88Oc/M/b3eNOTiXzaDUxR8/fqNS9Cxf7+M31/4P0P/43bz98vSbSzNc5VOKNwVroVwzRhfUvV9oQxsGkvmIYDtx9/JEwd/XgrM4avOfbPU52StnpaBBMeQx/P+RVfSjYeJyGPE44vJfLz8/8WdOrxdflFXt6jpOgcGnWegDzuaMxdz6eOqq7wJSmw2p4We4RgnFIUGeUsSUKGopSUizmdEHorL8GgUqZAMmxZL2T7dZB9M3evnJfu1jiNpBSFZ1O61qUCxQxYkJXkIYl2mkQd7f1P/0p3vGe13rDeXLBab7i8uuby8pKvv3mH1Yraemyr0C9lv4q6jWG1bp+l2DVMgbqqRLo8hrOuO3IteIVrWlkbyu9wVYXxHm9AV8JBJAXhxygplnhvCJMCnahqw5uvrlitWl6+3EJW9Mee7ph4Px6ZDh13H+9JCV7YCqMMRgnHQEzloNIGq3Thp5aEO2d0bbGVgTQyjQOH3ZGP7z+xXq9xtqKuM66qCTFyGI54q3ixdjhlabfPdAZHkdXssyBHVmuPtRFDhmTExI+MkX4BqSS+XhmiashKbPF0ygV+bQjZ4cy/8n/8wz8S48g4jUwxkFQmx8hut2N3v2MMkTEkdlMnENgSFG/aNZVrePfNd2y2F2xfXNKsWv7699/w5u0L3r59wctXlxir0U6dwrSk5QbSscj5pHyjHvzqMyjVbx+iNnXyx7DW8fLlK0K4IgQpWJ7mr/OOq9xi8X2ZERRKDdR1y9XVtSTkJXGYuyILZGrmYJSOhnWzatWckAjM0hqzyEeXnSE9nS9w3+Y5BU5FbKXO0rD5tWfz5a+VQf9tHQ1OVZ4vkuK+0MUoz/7Cp52ePVV7eZgxcdZnmL/j/BMksymZ6XNygZ+/+/RVZyfwUz9d5UUFRsxKzxkXmTNWyVmiVSAkJOLMsjivsJXXLXturjAtJ8/5a9N8AAFIlMVaCxwkpyiJRgqQAkolrAFrFM6Iz8bslVJ8khcN5Vyq2TlFVE4YpUha4bTCKDDqeRwNay2bzRrnLDmJu6+1hmEY6YdhMX8SXGMkzUFLnl0/loxS/rucMgWTXnD2PyM2lbdJR2NW06EofORFtWE2vZkTFF1Utx6P06Erx2eG4SiFcx6lMzkrxilw3B/p+p7pOXKPOaEKeXheQQS6ULqP8usgR5yCbDK1g9Zr9lYUTWZ8sMlK1E0i3NwfcN6yP05UlWVlPCAL50N42AnuAZCVVJfyfD5ohXT5yrmtFOlUQAE980soRngUMmtJLPJpP1KggML5kK6ctk/nGaybRrgeMTH0PVmBs9IJTEoXuGDGmFMAPRmpnh6PByEGTon9EPHNRrDsw8hxv2c43LPf36NURPtIzEo06CN0+xusrclxgjQxDT1j35FNTyYwdBNT0nTHPd3hnv5wx1A8DtwMCZxhXJzmT6WEa2M0gufOE9N4JIwdKU5y3ZcOUE5R5oMnjnnRPU80Hjt/P040viRne/76XyKFn49fSlB+icD9pa7IY/7H/P7HXcrH3Y7z5Oc5oiHCURIX65ilAp7LPJZSSc4z5OJ4XfrUAn3VEgAK3lqfPX/2O0ugJcIeSBc4UzomCqccKRtZc2JimsbF02YpLpYtFaW8ss5kWQOmceB43C/73xhNvriAnApkSq5da8QATAHWuYILl07O08e8TyjGoyxxZVLnK/zcrSieUFnmpAXemTNTnETtcegIYSTnhPOukG2FJDv2ogy5u93TH3umY0foBwgTJAh9j1Yav0kYJQIYuRT3dCkOytflZb5LZOIUCENPKPAZdWaDPHM1I2JIF7Icx258nrytdNbVPMECmmEM9N0osrVhxGsR2XDaFnx/gR8X47lEEcrQLN0y2fIESRS9pnFg6HuOx54UM/vjkeMg86uymsrUKKPYbDf4quLl9WvaZsXX33zLZnvB6mJD1VS8+eoVV1dbVusVzvsiPJLP6sXzIlIeO1WqH8YDJRZ76hB1MYEnz2v/3D0wRpf5LC5JxgNo55xs2IgNQZy3rVs+x5SE4mQqKXwrrdTpO5yX6710POR5vSicngoVc6z25Tp8zuev+OUCzBJr/4Wu8JfGb0s04kkeb/6iRaUjc4oofsX4N5OCnE98g/Nuxfx0eQ1n9w8+77fsiFMm88Wt+rUNkr80tEokXbwqdQmqcoSikKGUYM5VmiEmmZACMUemFBjTKaBR80RZ4CSqTDayrXLGnBY7mcSKt+dSVZ5bdbPsKrkEGmFCxYjVGVVpGm+ovCmeD+KrESlt9pyKjniSSWTqMQpaa0gorElyUTwrRYO6qdherIWb8fY10xT4/PkTXSc60n3fsz8cGcdRCNwhiOvsJF4VMyl2HufZvbWWqq4xxlBVNSlFuk5ccYdhLIvthAqK3f6OfhD8dN3UfP3116zXazabNW3blspILu1yxXmwMx+buYMi17PAWrS2tK0nxow2UhH94cfvGYaBoX86dErnKAZWGQgBlRPOOpEfTtKmTdMgxoUofIaNj7xca47HzC0TlW9o2jU6J0yKDMOBf/zTRw595PLyks2mxfkVWkGIMtl7ryCrQpCkdCLO0upSJVGliZdmGd3SbpNqY8bMWFJYAnsAo6BSIjcdlvlIEg0zd6msxT6Dgvbu7Su81qRx4u5wz5gmVo1Ui2dstXB/Fktz4tgzWMuHD5/58PEzfcgcpoTSjpev3nG42/Hhzz/RH2/YffoXtMlUK0OMmV0XqZsNV+tr6npN5dfY3DPsbzjsb7BaOhrHfSIkw+2HH8jjyHi8IYxHvB6pN60kcWrmvalSKACnLBmLsQ5XaSwjh7v3pDCQwpGcJowKAhFLkuQ8dfRFWz7nh4Z9v5RQfAk6BTx47ryj8aVuAzyUyD1PSmaI5HmC8ThpOH/+cTJ0jmk+H48X4jlJeQ50KkdLzIX4OUfLxdxOG7mm5iRDEnnxZsKUopE2S9EkzZ3eJAqBWWdAYCval5L+QmSS76y0cDiq0RNjYHe/Yyr+FpJ0FXLGHNRnIe1KRgTdcUd3uGfvKpyvMRq+efcObzTeCJHZaY3SntZLdyEta5cSw8snDoERC4crJEVMCPwRCXZz6XZmwJRuUQRSFMESZTVpzIQ0MR73dLvPkvBPPUplNtsNq9JdyBFuP3xm6Hp+/NMPjN3I8fZAmiJ6CqisON7cMBw71pcv8a1wZdAGvRRFlcyFqgT6eWJKge54ZP/5E9MwUpsaZwqUVimm4mwVitpQFywpRj7ePU91at4WiU8sOWbubg/c3d5w//k9Y3+k9hpnFU1d4yvPer2iaVuctlhthDOXgHRCE+Q0QRhRU0/sD+zvbrFK8cNP74kx8/2nn9jvD2Sb8auKzYWY3P7H/+E/cnV9xV//zX/g8vKSr969Zb1ZoxepVfGRmddcyvct5wKATvOPY+Y1yZ9zEXZekZ7D0RioqgoQ1UtxCK8edDBmruHSvVrmuXg2V5y6W/PQqnA0VPGl0Se+hMC0hbhNIXA/QBiVOHCGW6aUHsTMuVwHc4PiYeFkTnwfzpv6bP78reM3rcTnWLPzLzs/iI834WcbtRTfpfI4P/gzIt7ZW86/b/l++eOLWdev3hHqtEFzHnf+cZK85ceNlCcNEb9MywlAUhRQbZkARcEpzxuRs5h+RZGSVQWzuGzI/BtVWTAWmZClDF++eZ7F5bsePK7UmUlGhCya3ORcDPvEI8MiLV9VPjfFDCGQChZ7lrpNUyDpMmHlfJpQn7nzpGAtXYKZ3LRarZZgpq5rvPcM48g0jkyT+GjMQc4DMmk+2ydIt6RpGpxzrFYrUkocjhUxzCZXJdFQ0DQN1lpW6xV1XdM0DXVdY4w+29aS/D26KB9UY88O47w9sySsKsF2mT9kAX/iSCGRQoEgBsErH2JEExkDhJjpYySkvBw3ozTbVcPlamK/GjHOyLagsRhMnsiuQinDsZtAD1T3RxQQw4hW4Csh3DeNxRiFs6WqOAeC5VR2XiqvRpdEQT1sY8/n31wFnbNpOR9UIWbPkMKz6q1CIAv610nvfWk4L6odOeXFndeUbsE51+bUdc1FelCOpdYK5wyt1VTOYnJC54hKE5qIswptFFYLGa+pNJW3qBwgjeQ0Qg4Cg3EWZz2QCFkRsin7NGB0Rhkl3TVjlkSjiLZgVEbruXI385NkcU1pFDWgcvrOohxxWYifNn4JDvVLsCh4dH3wMJn4S4+fCy78Enl87jb80ng8P33p78fb8Zde+5yORsrCSZrn84f/1WfrpFqSa5a/T/fL/0r3b67oz5V8pebrZO6QpKUjCKC8I0ZDVY/oyRSoaloKxPl8Hp3XR3UqpMQUUSEwjeJMPo5iGKixM3b1QbEMHsYRTxtSwQVKh7M8uhQiS+CXi5i4OvVAlJK1KsbAMHSMQ8fQdxiS8LW0dJ2NMgz9iMqZ8Xhg6kemIRJDxhtPJhWhC4hKC9cyTMRpLEnarJQnMVBaZhJ5XZr6BXpnjKFuapx38nzKTEHMTmOMJBSHOBJDpBue3vmexwxWV0jSVtUNTTsRhk4gOARyTnTDRDdMjFOkOg5Utaeq/MJdNEgxSJY6Ob9SFF8XKeANfL65YT5Xq7ri9ds3aKW5enFJu2r59rtvubi85NXrV6y3G1abFXVbS4VeVDeYT8alq306HTnNX/nslDpdTQ+u2mfEJzOnat6EGaot14G8ZuZkzI/NUNuTMe35ZpwlS0ph1AnGfY4SmKGaQsw+3Z//1nyKagUdIAHGUuSUjStzvZqDkvkcmOeCEs8s84ucG781rvttJb8yQT1grJcLe4GKqJ/vrPN7KEUacimmPKwycfYDHleafun+l37wl1rjj17xK370lz/vtw6nIUSRjFVTuVhSBK2L2pRULH5GGkqSZJj4C8orZbJ+nOjpdLrQFFmq22RIUTobRaWJOF+kAnvSeVaSkuTIZoVPqrTtE2MQrfE0DIxdL92MLHjLEAIYQ6or2ZYo0+g5nv55QxINyFSVJ+e8QDP6vmeaxMAmFIO+OdmYphMGkhl3jAKt8EWGrm0bXr54ScqJw+FACIF+6CXRKI7Qs7nNxcVFITeuF5LWLOM7u36eV01/prgz3+dMjplMQMzxICbQJrHZ1lgHh+PTg5a+S1JxzJpp1KSQub/bM4wT3TEwhcQQAyElbG2wXnOxXfO337xhXdVcNTW7PnPfBZyrqKuWPHlSW6MN/HRzRN91/On9rVSUgkgbtpXBO8P1RY33lstNJR4nQXDTYQyQ4eKipao9q9YX7wBJNCQZS+hUkgwtSTgKMa5ToEwhgWuBlIRYKkKF6GqUIzwjWG5WLdYYdEq88FcItHECleZ6z3Kc5+tVzjfQRrHdrvH1iqpds1pd0KhIINCoiarSrF9eSKXaSkfLVi3GVrQuoRlgTKgQeLFtCY2mqpB9qGuyMmhdgU4Y51HZUHvx0UoFnjFOQRzYU3FbLgGmNmB0RDESwwFywnpZKHXyxJQJ4XmJRghCcDwngT++/xKM6tcsXI8LTvP4t+Rwz2+P4VDnScsvSXHPn/u4OzI/N98/t6MxpcysgjNX3XXBWD8wFNQnX5cUJXCZq7Mii0n5DAlmdZ5/7xzAnKAVlHkUxItCK42txKSy9nWR9D4yTRNdL5CeNNvP5dMaHNO8vzUxQ46J3W7PDz/8AMDr16+pqxrv3XLMZJxv25N3HRiD9p6MBDYpJVSYShe/nH8pEFMU4jcaq2UfZSWFwL7b8enDj4Ruz7S7o208q+0a5x1t02KU5v0Pt8Rp4nB7S44JscDxXFxeYZQuXJrE3TgSgeG4J6VIvb3A+IqoS51RIWt+2fzD7obD/R2VUtTe4pua2nmigkAiTiPdQRKNEBM5Zj4cxTh3fzg8Y8dJgptLXKq0xirFV998w6sQ6HdvGYeeTx/fc9jd8+MP33Pz+fPi5L7ZrFmvV1xdXvDixTXeWZrKl7XQkLJimgTePE0jt3d3/O//5b9QNy1vv/qal+tX/P73v2e1XvPmqze0q5Y3b19TNzWmEqESPXcuCtT3gflo+Q2na/JsHsmnu4ek7zlmOq/6/fax3qyko5ERr7J06qzIJirmrsJ5sjEn5KdCy6MNLtfEYyPmxz9MOmICy5cCQPkOMQhZokIxhpwLcafPeTAPnxWYFhgy5/tVLXuN8l2/tpj3m7EFj4PtJZnM8/b/vMJzPrmfdvSyqzjflb92wXm8TX/pPb/8XDn9fuHp51biz8embTExEFIkO2k/69L+skY/ME6ak8yl5VbgSTn/0kUxV3NPv+q8eq8ATZTKTsmgVWHd2iLZSSFM6VJj0Vkqyk1dU3m/YF5nN21bgr/z7YsxYo2h9V4u4XIRPYccCQ/Pq7nqNZMyz4+9cwE3WWIMeO9E/7wQreQ2FRJ7WtqMc0dDOhQ1M3E8poT3jnhGEp/JWG3bLvyMc9m680lkfuz8ueWx5RCq0wFb6kkSqNaNVLCbkrQ9ZXzejTSjJaMIkwgK7A5i4tX34ho8JYHANUUz2xvPuml5cSFGS/UxYPYBox3GOHCATWSVSVq6MEJOTaJXryBF4fSQZxnLuXKaizxyOZmSyCCqnNBoUWKZ536KMhpyns1eFQtqQ59w66i5YyjE2JwzKSSm4ennXTdOZFsqoKocnSRSsXNEpLMkRqkIEVCOf0wUPHaRjQ0CxxuHXjp/eXapKGIGUgogZxinCaUS5FCqlpQqaJG4LldzSAK7TDmgSUyhXOlaFp8pRqZQPBUKjlgbhc5R3qMSoXjqCLQtLrymKWTG+PQEFx7OnY+vh/PH/9LtS6+R3fF4Dcq/+Jnz6+e54kvb+fj9/1b345d4Gr/02G8epYIoMtmISRZnCdOZakyeo4llk+XvXNbV5f1ZDvZJevtUKMw5l3uYNdW0NihOZpXO+VI0kULULIWcVVqWpMxDnmTOmXGaOBz27Pd7drsdOSVWbbvIRP/spz8n0QCp3CpVpNjVIiChyeisSCmQka6ePCb3IUYSkThNpDCiUsRrhddzR9HhrYOcGbqRME0MY4SUcGiUkeKdmhWEUkJFKRRO40AkYyoPKpOMIWnFpASGrAqSIIwDYRrE5NU4MIpsJFBNWQocs5eO8BDLdkfxyHnO+NluVyceAG2LtY5+GFHasjn2xAh93zGOA0o7QoSuD9zvjjij6Z3BeU9dN8QEVV3TjIF2tUJry3qzZrVa8/r1azbbLW++eku7WnH94pq6rmjaBl95gQSq82t8LkTNMHJOkC/m82dusZ0ttefLbgmos3r0micM4VKYZfXOS7HsFKqlGQ7P40RDo/WXEo1TMWW5Tpb58PS68zBifldmLqLMPY1TkvBoolge/dLvz/MOm4N71NIjecr4bRyNL5DrJFsTjsHSuTk7Mb6UmJzv7Lklcx4w/tLCMGd/v7QQnLesf57c/HwXPXzo5yRAkEl6TvR+yaPi14z/9Dd/QxcnwZQLVuRBdU6ph4nCvIE55xNX6cEGPzphzkh0kp3K6+flSHP693ICUYz7FKRCPGd5/UzcE8nOXCpXKefTLZ5kSGWLZEF0Wki//z/2/jzetqMu8Ia/VbWGPZzx3iQ38wCJEBDhUUARFBSeDw0vaWhtW1tfINrg9MF5wEdxQMTW+FHwEQcUJEqLrf0KtI2z9ANNIwKCiY3EyAOBhHBzc4cz7WENNbx/VNXae59z782955yAtvWFnXPP2XuvvXatWlW/+WeDUD09QCWR3eyeFzJ8Vr9f4pyPlfRz6ywW06DlB00sjJvvri5D/KNzzjcs8gfH4ZUO/7n+zz4vKeZgzLs+bWcxjMeO5zxvaRVBWJxfAwSh6BiGspQcO7ZOq1uKUvDhD+5vrN73DxuU+QQIpYDxXbOjvumcQJH5cKdej1yWrA3XufLoEa46djkiU5zanvLAxpiqahiNKoQ1SNNDu+gNMdS1xlmDbX3y/6BQlEXGkeUBvTJjdZijJFRotHZkVvoSus4gLSgrUS42spKd1qCkL82pYslPJRDKV6oyeA+a1WGzkeBaSz31HYDH2xNGByjRes/xU6wM+jOrrwDdVjhryMuii4kVQnSdXmMoi++wmlNXhnE7QbgK6TawbUtbVVhatGt86edCIaRD6RaEQYzO4JzAhKpA2AacYxKUXScsDumTQp2DkMSdqxAWpTJEpqjblkZ7RbvVmkxllEXpBUnZQPSCdnuPQziNw8e3T6v9eyF3h9U+lOB+Lu/G7vCqh3r/2XI84s+9ob4PbUg6n2JyEO/2+ZChS68AVKYWQvWigiGC59QbeLzyHQMKXDBaRIUDIbrkUMIxYOaNU2qmYEQjiBdwvGdDFqEPj8wx1lAUla/1PxlRN7XvxxEas84LP9FCuj3aoQplyQVw7NgxVlZWQq6Y6k7ar4sHKxqinYMs8+U+lfLRAFKCMRTCooQjqy1G+wiDDIOyAqWhbmomdU072oZqzFBJ1laX6fV7rCyvoLKCouwzGU954NQG2hi0BeEEDZo8cwyco5CKIu97ocwYTFsz3j4TSgfX9AYDXK8HeU4VSnCLpoWmDeWmK6waQtlD4zC29gqFtb5caZbN7esGjcE5jTX7X+vAh8Z2IaFBalVZhgKyvAAnWFq/DOsc190wpq2nbG5usLOzzdbWJltbW2yNRnzmgXsxusG0U9bW1rn66qupGsNV193AkWnF8pFL6fcHXHv9DayurnLT5z2KwXDI6tGjPpE5GDqFAus0TvsZJeXc/RjlSzdTbvdoqMFiJVg0Qi8oLMwUlv2ipC8ji5tr8WC88h2rikl5bsPj+Zj3HHSv77wltjNQ+td6NUCKGGE091n4vT46b6JsuGftJRgN4meF9WNeVZk3aAvoOpU/FBekaMQvWVVVZwmWuzeQBY/M4iDudjPPKxvx1KN15UIX8HMJc+f6zLN/r72/75kEwbqEoyu9dzETM77WGuOlO9tlpwV5X3RTZZdtrBvG+Hex53PnviNzccidiSlG6Z3lfLvBdyH51s4pGrFwoQuKxOxzOlndRe1r3k7gguV1Pu568Qa7GOLr67o+x7XdPc8W33f2BWbvZ/iN0oc4MXe+IlShik2suns93Owx9nL+888n0MwSw4NKtluRJiTYM3s9+xi7+NqtcUORgVeK6IRLbxkDcKEqGFStpdca6sZQt8YL/SqMsPBhSsb4ErnWWowzaOvr97faW+6cNlgBTRiHpvXlYKtGeEWj1qHevsFavxi2xit52jqyzOcsRDlJKYeU1m94mfXRfsovqAZDqzV11XjHiIO2texMGnTTMhrXjIOisZ+x2xlNwYU1KQhpuq29omFiCWT/niZ4zoSQoVmkI1POlxSW2sdJWMD4vCbjNBqvaOQmQwj/3by7xofQ6dbPOYkO92+s/OOriBkXvCjW51ZlMuR7KB++2GhNY1rfzE1rVGZp9Cx+fw8CBH7+awRViPnez9jFhn3OuYXytudKAN+dvA178y32nO5ZlPhz9c+YD/M9n+IzH051Ls52f+8menD3tU9YixW+R4zRGhfioaPAZIVFEXKqzhIP7o/hKyjNvORRQPPzUAjR5a3YUAK0O46NioZe8NbGMN55o4013uMePe/z5W79hPLhutZYJpMpo9EOw+GQyWRMluXkMotfHvDV/6bVdN9j1zQ1dVMhlfLeVeegqf09InyDt7ZtfJU1I7FSooRBCE3dVNR1Q137HAntFEaoruCEQ4NofdhpVfuypP7TkYQO2W2LcWCFz6motabSrc/1s4ZeNZ2lUmpN5QytM1A3UDfotsG0DVmTUzSNNzA6h3G+x4SUyoekOWiMzwmrmwYXOohf7LjNv360s9NZwYN8GWQ6bxTzSqDCN/b0VRiN8SGr3kPesDOesr29g25rTD0BJEvLq1RVjdbW5wISxH8Rg7O98bJpW6S1oH14eReaR1Q0Fr14UdGI57g3RD/mcLgFMSUq4q4rbePY2Rld9Nh1MvF0Spdw3a1FrjMCdLIID61k7FlPdikmnXLVKQZxhMLRxVneF3918z93GXUIEQnz49qd1OK5zZQM/6+mri9s7NwFcN9998Urnh7g7rvvvgsZtjR2Bxi3NHb7H7s0bmns0th97h9p7NLY/VMetzR2+x+7NG4XN3bCuYdW46y1fOYzn2F5eflhcxn/c8A5x87ODldeeeU5kwZ3k8Zuf+MGaewgzbmDkMZu/6Sx2z9p7PZPGrv9kfbY/ZPm3P650LG7IEUjkUgkEolEIpFIJC6Gg2VfJRKJRCKRSCQSicRZSIpGIpFIJBKJRCKROHSSopFY4KA9LxIznHOH2KwwkUgkEolE4mB8tmWTpGj8C+c3f/M3+cqv/EquvfZaBoMBL3zhCz/Xp/TPlvF4zE/8xE/wxCc+kcsvv5yyLHnDG97wuT6tRCKRSCQS/0L5XMsmF90ZPPG/D9/yLd/Cn/7pn/LqV7+aJz7xiWRZxmWXXfa5Pq1/llRVxVOf+lRWV1f5qZ/6KR75yEcipeTaa6/9XJ9aIpFIJBKJf4H8U5BNkqLxL5T3vOc9vO1tb+POO+/kiiuu+Fyfzj97fu7nfo719XX+4i/+gixLt1UikUgkEonPLf8UZJOLCp16xjOesdA9VQjBv/23/5bbb7+dtbU13v72t3PTTTfR6/V49rOfzX333QfAJz/5SaSU/M3f/M3C8V772tdy3XXXYa3lf/yP/8HNN9/MYDBgdXWVZz/72XzsYx/rXruxscGLXvQi1tfXGQwGPOc5z1l4/vbbb+/OSSnFlVdeyctf/vLQ1Rne9a53IYRgc3Oze88LX/hChBC8/e1v785TCMEdd9wB+A63z3rWs3jWs55FHTogHgbPeMYz+O7v/u7u9ze84Q2sra3x4Q9/GIB3v/vdPPnJT6YsS6644gp+6Id+aCGe7hnPeAYve9nLeNnLXsbq6iqXXHIJP/qjP7rQnfHNb34zT3ziE1leXubyyy/n67/+63nwwQe759/xjnfwuMc9jpe85CWsra1x5MgRbr31Vra2thbONY7b/GNtba17/tZbb+UFL3jBvsbhT//0T3na057G2toaR48e5XnPex4f//jHgdm1iI8jR47wVV/1VZw+fRqA66+/fs95xcftt98OwL333svzn/98lpaWWFlZ4d/9u3/HiRMnus//iZ/4CYQQfOd3fufCeX3P93wPQgh+4id+ovvbQx3rHe94B9dffz1PecpTGAwGXHPNNbz61a9euCbXX389r33ta7vf3/nOdyKE2DN+83M5Pp7whCd0z++eP/vhfJ9R1zXf+Z3fyWWXXUav1+NpT3saH/zgB7v3nu1eesITnrAwXnFNiHz84x/n+c9/PseOHWNpaYknPelJ/OVf/uVFnde5PvuzSRq3i8Nay2233caNN95IWZZce+21vPrVrwbg5S9/OZ/3eZ/HYDDgEY94BD/6oz+6kCN2mPcn7F1T4mN+TP7rf/2vfOEXfiG9Xo9HPOIRvPKVr+zW3gtZcw6TNHb753z3w2g04tZbb+XYsWMLz8d9/2zvFUIwGo34pm/6Jp73vOctfFbbtlx22WW88Y1vBPauz29/+9v39FrYvRfMyyHOOV70ohfxBV/wBWxsbAAXvg7slyTbLZJkk8OVTS46R+OlL30px48f7x4xzmsymfDqV7+a3/7t3+a9730vm5ubfN3XfV33JZ71rGfxpje9aeFYb3rTm7j11luRUnLVVVfxute9jr//+7/nf/7P/4mUkm/5lm/pXnvrrbfyN3/zN/zhH/4h73vf+3DO8dznPndhcV1ZWeH48ePce++9vOY1r+G2227jz/7sz876PT70oQ/xh3/4h+f8nsYYvu7rvo7RaMTb3/52yrK82KG6IH7/93+f7/me7+EP//AP+cIv/ELuv/9+nvvc5/KkJz2JO++8k1/91V/ljW98Iz/1Uz+18L7f+q3fIssyPvCBD/CLv/iL/MIv/MJCzF3btrzqVa/izjvv5O1vfzuf/OQnufXWW7vnT548yX//7/+dXq/He97zHt7+9rfz13/913zTN33TwufEyXj33Xdz/Pjxhcl4UMbjMd/7vd/L3/zN3/DOd74TKSX/5t/8m24BAfjLv/xLjh8/zh/90R/xgQ98gNtuuw2AD37wg90cvPrqq3nta1/b/f61X/u1WGt5/vOfz5kzZ3j3u9/NX/zFX/CJT3yCr/3ar104h2PHjvG7v/u7VFUFeDfj7/zO73Ds2LHuNRdyrJMnT3L77bdzyy23cMcdd/CzP/uz/OzP/iyve93rzvrdrbV83/d9H0tLS3uec851c/n48eN83/d93/4H+Ryc7zN+8Ad/kD/4gz/gt37rt/jwhz/MjTfeyLOf/WzOnDmz788bjUY897nP5Z3vfCd/+7d/y7/6V/+KW265hXvvvXfPax/u734Q0rhdHP/X//V/8TM/8zP86I/+KB/96Ed5y1ve0t1by8vL3H777Xz0ox/lF3/xF/mN3/gNXvOa1yy8/7DuT5itZXFN+YM/+IOF59/znvfwohe9iO/6ru/iox/9KK9//eu5/fbbO+H+odacwyaN3f4533360z/90/z5n/85v//7v8/x48f5wAc+sOf98++Nj+FwyEte8hL+9E//lOPHj3evfcc73sFkMjm07/Gd3/md/NVf/RV//ud/zvr6OnBx68B+SbLdjCSbHLJscsE9151zT3/60913fdd37fn7m970Jge4v/7rv+7+dtdddznAvf/973fOOfd7v/d7bn193VVV5Zxz7kMf+pATQrh77rlnz/Gm06n7xm/8RvflX/7lzjnn/vEf/9EB7r3vfW/3mlOnTrl+v+9+//d/vzuH1dXV7vn3v//9TkrZvef/+X/+Hwe4jY0N55xzX/7lX+5e9apXOcC97W1vc845d8899zjAffjDH3YvfOEL3ed//ue706dPX8wQXRBxHP/4j//YDQYD90d/9Efdcz/8wz/sHvWoRzlrbfe3X/7lX3ZLS0vOGNO9/+abb154zctf/nJ38803n/MzP/jBDzrA7ezsOOece/GLX+zW19fdaDTqXvOe97zHAe5jH/tY97c/+7M/c0D3ut3j/OIXv9g9//nP399A7OLkyZMOcP/rf/2v7lr87d/+rXPOuePHj7sbb7zRvfrVr97zvuuuu8696U1vWvjbn//5nzullLv33nu7v/393/+9A9wHPvAB55xzP/7jP+4e//jHu1tuucX99m//tnPOuTe/+c3ulltucY9//OPdj//4j1/wsa677jr3f/6f/+fCObzqVa9yV1111cJ5vuY1r3HOOfebv/mb7tGPfrT7hm/4hj3j9/rXv95dcskl3e/xPCPnug8vhnN9xmg0cnmeu9/5nd/pnmuaxl155ZXutttuc87tvZeccwvj5dzeeXI2HvvYx7pf+qVfWvjbr/3ar533u5/tsz+bpHG7cLa3t11Zlu43fuM3Luj1P/dzP+e+6Iu+qPv9MO9P55y7++67HeA+8pGPOOf2jskzn/lM99M//dML5/TmN7/ZXXHFFXvO9WxrzmGSxu5gnG8Nfc5znuNe+tKXds/t3mse6h58zGMe4372Z3+2+/2WW25xt956a/f77vX5bW97m9stas3vBc65Tg75kR/5EXfVVVedVS7azdnWgf2SZLvzk2QTz35lk0OrOpVlGU960pO63x/96EeztrbGXXfdBcALXvAClFK87W1vA7wL5iu+4iu4/vrru/fce++9LC0tMRwO+cAHPtC5me666y6yLOOLv/iLu9cePXqURz3qUd3xAba2tlhaWqLf7/MlX/IlvPzlL+dLv/RL95zr29/+dj7xiU+cUxv7gR/4Ad785jfzpCc9iSNHjux7TM7HBz7wAb76q7+a4XC48L3uuusunvKUpyy4Wp/61KcyGo349Kc/3f3tS77kSxZe85SnPIWPfexjGGMAr9XfcsstXHvttSwvL/P0pz8dYMEC8vjHP57hcLhwTKUUH/3oR7u/bW9vI6Wk3++f87u84x3vYGlpifX1dR7/+Mfzm7/5mxc0Bh/72Mf49//+3/OIRzyClZWVbi7Mn+OXfumXsrS0xBVXXME111xzwRr0XXfdxTXXXMM111zT/e0xj3nMwpyMfPM3fzO//uu/DsCv//qv89KXvnRfx3rqU5+68L6nPe1p3H///Wxvby/8fTKZ8IpXvILbbrvtrDGT29vbC9flbPzKr/wKS0tLHD16lC/+4i/mv/23/3be11/oZ3z84x+nbduF75LnOU9+8pP3jNvFMBqN+P7v/35uvvlm1tbWWFpa4q677tpjkTt9+jQrKysPebyrr76a5eVlbrjhBl760pfuCfl7uEjjduHcdddd1HXNM5/5zLM+/3u/93s89alP5fLLL2dpaYlXvOIVZ7XQHtb9Ge/Dc91bd955Jz/5kz/J0tJS94hW3slkcnFf/oCksTsY51tDb7jhBt71rndx//337+vYL3nJSzoL/okTJ/iTP/mTPZEA++F1r3sdr371q3nUox61IBfBha8DDwf/EmW7JJscrmzyWStvWxQFL3rRi3jTm95E0zS85S1v2XNzXnnlldxxxx28+93vZn19nZ/5mZ+5qM9YXl7mjjvu4O/+7u9461vfyq/92q/tcfG2bcsP/uAP8upXv/qcwvNdd93Fn/zJn/Cf//N/Pqd77qC8733v4xd+4Rf4gi/4Al72spcd6rHH4zHPfvazWVlZ4Xd+53f44Ac/2C0CTdMAdC7ZszGvwHzmM5/h2LFjSHnuqfIVX/EV3HHHHfzVX/0VL3rRi3jJS16yEJt+Lm655RbOnDnDb/zGb/D+97+f97///QvnCH5DveOOO3jPe97D1tYW3//93/+Qx71YnvOc5/CpT32Kt771rdxzzz0897nPvehjXOh4gk/OetSjHsUtt9xy1td/5jOf4corrzzv533DN3wDd9xxB//jf/wPvuzLvox/+2//7UVtnBfyGYfJ93//9/O2t72Nn/7pn+Y973kPd9xxB4973OMWrjXAJz7xCW644YaHPN573vMe/vZv/5bf+I3f4C/+4i/4kR/5kYfr1BdI43bhnM848b73vY9v+IZv4LnPfS7veMc7+Nu//Vt+5Ed+ZM/3gsO5P8FfOykll19++VmfH41GvPKVr+SOO+7oHv/rf/0vPvaxj9Hr9fb1mfsljd3BON99+mM/9mNcd911XH311SwtLfHYxz72oo79ohe9iE984hO8733v4z/9p//EDTfcwJd92Zcd+Jw/8IEP8Md//Md85CMf4fWvf/3Ccxe6Dnwu+N9RtkuyyeHKJoemaGitFxKC7r77bjY3N7n55pu7v73kJS/hL//yL/mVX/kVtNZ81Vd91cIxsizjxhtv5GlPexrf//3fz+/8zu8AcPPNN6O17i42eAve3XffzWMe85jub1JKbrzxRm666SZe8IIX8JVf+ZWdgB351V/9VZaWls7bL+LNb34z/+pf/Ste9apX8dKXvnSP1ncYvPCFL+Rbv/VbeeMb38g73vGO7jxvvvnmLk4x8t73vpfl5WWuvvrq7m/zYwHw13/919x0000opfiHf/gHTp8+zc/8zM/wZV/2ZTz60Y9eSAQHb5W48847GY/HC8cwxixcsw9+8IP8H//H/3He7zIcDrnxxhu5+eab+b7v+z6OHj3KnXfeed73xOv3ile8gmc+85ncfPPNXeLbPNdcc003J77xG79xz/U8FzfffDP33Xdfl7QG8NGPfpTNzc2FOQOglOI//If/wK233so3fuM3opS66GM9+tGP5r3vfe/C+/7n//yfnQU5cvz4cX7+53+en//5nz/nuV/ImK+urnLjjTfy2Mc+lle+8pU0TXNRlvNzfcYjH/lIiqJY+C5t2/LBD35wz7hdDO9973u59dZb+Tf/5t/wuMc9jssvv5xPfvKTe14XF6eH4oYbbuDGG2/kWc96Fl/zNV/TJfk93KRxu3Buuukm+v0+73znO/c891d/9Vdcd911/MiP/AhPfOITuemmm/jUpz511uMcxv0J/to9+tGPPqfg+4Vf+IXcfffd3HjjjXse5zO0PByksTsY51tDjx07xnd913dx5MgR3vnOd/LHf/zHF3Xso0eP8oIXvIA3velN3H777XzjN37jYZwyr33ta3nOc57Dr/zKr/ADP/ADC9bzC10HHg7+pcl2STY5fNnk0Gpd5XnOd3zHd/B//9//N1mW8bKXvYwv+ZIv4clPfnL3mptvvrlze33TN33Tgtb5jne8g/X1da655ho+/elPc9ttt3Vf6KabbuL5z38+L33pS3n961/P8vIyP/RDP8RVV13F85///O4YzjkeeOABnHP8wz/8A+9+97v5ru/6roXzvO222/hv/+2/7dHk5okute/5nu/hrW99K9/7vd976M1N4mdcd911/NzP/Rzf9m3fxpd/+Zfz7d/+7bz2ta/lO77jO3jZy17G3XffzY//+I/zvd/7vQsL9r333sv3fu/38i3f8i18+MMf5pd+6Ze6CXLttddSFAW/9Eu/xLd+67fykY98hFe96lULn//1X//1/NiP/RgvetGL+Imf+Ak2Nzf55m/+Zr7qq76KG2+8kdFoxBve8Abe8pa38Hu/93vn/S7WWqqqom1b/viP/5jTp0/z+Z//+ed9z/r6OkePHuXXf/3XueKKK7j33nv5oR/6oT2vO336NA888AAPPvggv/u7v8ujH/3oCxrfZz3rWTzucY/jG77hG3jta1+L1ppv//Zv5+lPfzpPfOIT97z+W77lWyjLkhe96EX7OtZ3f/d385SnPIWf/Mmf5Ou+7uv40Ic+xG233dYlQ0Z++Zd/ma/+6q8+68166tQpXvOa1/De9773vDc7+IS2qqqo65o3vvGN5HnOox71qIccl4f6jOFwyLd927fxAz/wAxw5coRrr72W2267jclkwn/4D/9h4bV1XXeJai50Go2/7+4wf9NNN/HWt76VW265BSEEP/qjP7qQWDedTnnDG97Axz/+cZ7znOfwwAMPAN5SqrXmzJkzC67u+Nmf/OQn+ZM/+ROe9rSnPeR3Pwhp3C6eXq/Hy1/+cn7wB3+Qoih46lOfysmTJ/n7v/97brrpJu69917+83/+zzzpSU/ij/7oj867UR/k/myaht/7vd/jF37hF3jlK195zs/4sR/7MZ73vOdx7bXXeiuclNx555185CMf2VOM4+Emjd3+uJA19BOf+AQvfvGL+e3f/m2++Iu/eF8C+0te8hKe97znYYzhxS9+8Z7n4/oMs3s6/g4sGBIj8T796q/+av7Lf/kvvOQlL+HP//zPgYdeBx5O/qXJdkk2OXzZ5NCSwVdXV90f/MEfuEc84hGuLEv3rGc9y33qU5/a89o3vvGNexLNnHPuV3/1V90jH/lIVxSFu+yyy9zXfM3XLLz/zJkz7oUvfKFbXV11/X7fPfvZz3b/+I//uHAOgAOcEMJdfvnl7tu+7du6BKWYMPS85z1v4XM5S8JQTPJxzifB9ft992d/9mcXM1TnZfc4WmvdM5/5TPfv//2/d8459653vcs96UlPckVRuMsvv9y9/OUvd23bLrz/27/92923fuu3upWVFbe+vu5++Id/eCE5/C1veYu7/vrrXVmW7ilPeYr7wz/8wz3f7UMf+pB7+tOf7sqydOvr6+7WW291m5ubzjnn3vrWt7rHPOYxe5IRz5YMHsc9yzJ34403ute97nUXNA5/8Rd/4W6++WZXlqX7gi/4Aveud72rux7xWsTH2tqae97znnfWBLNzJRd+6lOfcv/6X/9rNxwO3fLysvuar/ka98ADD3TP705kmmd3ku5DHcs55373d3/X3XzzzS7Pc3fNNde4V7/61QvX5LrrrnP9ft/dd999C+MXE65e+9rXui/6oi9yb3/72xeOe7aEqzguRVG4xz72sV3i3ENxIZ8xnU7dd3zHd7hLLrnElWXpnvrUpy7cr/FeeqjH/Dy555573Fd8xVe4fr/vrrnmGve6171u4T6Yv3/P9nj6059+1s++5JJL3Nd//de7M2fOXND33y9p3PaHMcb91E/9lLvuuutcnufu2muv7ZKGf+AHfsAdPXrULS0tua/92q91r3nNaxa++2Hdn3/zN3/jHvGIR7j/+B//Y1dQw7mzJ8j/6Z/+qfvSL/1S1+/33crKinvyk5/sfv3Xf33P5382EprT2F08D3WfTiYT94QnPMG94hWv6J672GRw5/yefd1117nnPve5e56bX5/P9zhbMnjk5MmT7rLLLnOvf/3ru3M83zpwUJJst0iSTQ5XNhHOnUW1vkhuv/12vvu7v/uCarS/6lWv4r/8l//C3/3d3x30Y//F8oxnPIMnPOEJh1pqNpH4XHL77bfzrne966w19e+44w6++7u/m3e9612f9fP6p04at0Tis89oNOKqq67iTW96054wof+dSLJd4jD4rLUJHI1GfPKTn+R1r3vdZ90NnUgk/mnT7/dZXV0963N5nj9s1d/+uZPGLZH47GGt5dSpU/z8z/88a2tr/Ot//a8/16f0OSfJdomH4rOWpfWyl72ML/qiL+IZz3jGoZSCSyQS//vwtV/7tfziL/7iWZ977GMfy1vf+tbP8hn98yCNWyLx2ePee+/l2LFjvOUtb+E3f/M3z1oC9F8aSbZLPBSHEjqVSCQSiUQikUgkEvN89uvOJRKJRCKRSCQSif/tSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6dpGgkEolEIpFIJBKJQycpGolEIpFIJBKJROLQSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6dpGgkEolEIpFIJBKJQycpGolEIpFIJBKJROLQSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6dpGgkEolEIpFIJBKJQycpGolEIpFIJBKJROLQSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6dpGgkEolEIpFIJBKJQycpGolEIpFIJBKJROLQSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6dpGgkEolEIpFIJBKJQycpGolEIpFIJBKJROLQSYpGIpFIJBKJRCKROHSSopFIJBKJRCKRSCQOnaRoJBKJRCKRSCQSiUMnKRqJRCKRSCQSiUTi0EmKRiKRSCQSiUQikTh0kqKRSCQSiUQikUgkDp2kaCQSiUQikUgkEolDJykaiUQikUgkEolE4tBJikYikUgkEolEIpE4dJKikUgkEolEIpFIJA6d7EJeZK3lM5/5DMvLywghHu5z+ieLc46dnR2uvPJKpLwwHS2N3f7GDdLYQZpzByGN3f5JY7d/0tjtnzR2+yPtsfsnzbn9c8Fj5y6A++67zwHpER733XffhQxbGrsDjFsau/2PXRq3NHZp7D73jzR2aez+KY9bGrv9j10at4sbuwvyaCwvLwPwhl/+OXpFgXWOVrdYa7GmxVmLMdr/7izOudmbg7JnrPXPW4ezFiEEQgqkVGQqQyCRIkcIgZThTQ4cDusczoFxDodDW4vD4Uz46Rw4MNb/2ziLdX4Mdp+KAAgaqHOue1jnwDmcNYBDWocQAiVl9x3quuFnX/P6bjwuZuz+3de9gKXlIUoq+oMeSkmE8KfivwVY/zWQwj/KsqBX5DhrcMYghEMIUFKhshxrBUYLrLMY0yCERQgNCITLyWTO6mAZKQXW1FjrqHUDOFTux9pY48csXD+ERAgJQiAQSKUQQqKkQEqJtf76CiwCiwQyIbDO+efCdSNeRwejyZhX/OSvXtS4zY/dpz71KZaWlrp55QCD68atu7j+myOEIBMSJUS45odvcXDh+8bxcM6hlEIpddbXL1o9/Flb63DO3xP+OOCsxBhLXddsbGzwzv/+33n5y79nX3Pu13773fQHS4Dw/xfgwlhYBE7QjZ8I/xXhXorjJsIrnHA46ZACMgkCh8IinAXTgrNgNQ6LNlOcsxjb+vvW+s8oih5KZiiR+WNLBUJinMC/RIZzlQgkCIVAYp3DOP+U64YxrHHWxQuyZxymkxHf/MKv3NfYvenF/x/6RQ5C+PVJiO6zTVzjwjipcK+A8PezVBipkEIhpULikFi01bS6BSWQRY5FYlyGtlA1/vqrMG/7CpQAJZyPb41LovBXxMXFLCwiLs7D8DPLcvIwFx1Qt4Zx02KMoTWGXEqWyoxMCHqZQAIyHMuKnEnd8jWveeO+xu7ee+9lOFjCubjUOrRpsEazeeYkVTVBqQwpFUsrq/SHA4TM/Hxw/vtJRHffxkvezdW5Seu6F+y9/ntxu1aC2T6zh4u0Ujrnwt4l2dnZ4ZprrtnX2P3S/+9PGAyGAN5CKAQqnLeUYZaFc/M/BRLhrx3hGoY1cP4rChwIhxCLX1YI0T3Aj/vs7+EzhD9+/F2IcH0ECCG7vVx06+3cehLGJJ6LcMzu1fBv5zd6rHOMRiOe+aVftO951+v1umsBoJTy925Yo89lfV6QBaxFStmd9/x7zvb+81m0P1vW7u3tba699tp977GXXvlYykEPlSnKpSFZoSj6JSrLyMucTEmKzN+zeaaQSqGUHyMlpV/nlEQq/1Nlinhj+bXSAn4tK4uCI0eOUOQZw15JMx3z/37kTiZbm2zdfz+mqjBVi9GOU9s1VWOY2IzWCYR0SAk3XL3KsUuGPOWLbuLxj7mOfs8xKGa3ssPg0IBDWIezAmdAI6mtwmUD1NLVyHIVymM88+lP39ec+//+8G/RGwxni9TcDSDCvjB/KwqcX9cE8UXdP+cllcV9+ezzyJ1lzzsonYy16+f88/F+dc7RVBNuf+WLH3LsLkjRiF9yfX2NfriRjTHhptTgosBlu5OJN2pchLwSsiichaPPLggq/ikch7AAGa/cGC+U+c+2GGO7c7HW0movLGtrZgqPc53wG89HSukFwqDAOGe98GAd1hg/IcLrs7BQAVR5vTAeFzN211y+wsrKMkpJijz3x86VX6CVn3hNU6NN2y3Eg35Jryz97+E8nbVIIVBCkqmcPO+FzceGVVzjnMBoRVNrTp84g7OGQZlTFhlXX3GUPM9B+sE1YaysC0qb8MKeNv46KaU6ZUsg0EajW3/NhTUUec6w1+u+q7UWHccw3FCTurjocZt//erqKktLSwtzw6uD87igpM1tvrOXPyzM7oEo3GVndR+e/Xu7hff6uSzASbTWbG8LQHLm9JnzHOPsxNf2B0sMBkudkjE/GIYMJwQGiRNRobBIohLplQoRNgeJI3Ph71j/Wqex2tK2DUa3VJMRWjdU9QYOjZD+u9VNizWWtjU46yjLPirLUDJHSEVvsERWlAyWVih7fYSUIKN4rnBu9qkunKm/t+e+kItXe36csn2PXakk/TwDIbr7NSq2Jhg6oiicq4wsrnUIDH5chZBIIZGAAowz1LbBKYUtclorGOugWLYtCEGZ+c9SZUYmIHdtuBbxfrXeIBGmmRReNHQ2rF8InBDkmSIvS6Z1zbSuGVUtG+Mabfw6OcgzpOvRLxTLvZJMSXqZAiTaZd047mfsVlZWGC4v4wCFAGcZbZ6hqiseuOfjnHrwOFmeobKMRz7qMSwPrqHfG1AOhgSRGNGN7vznz1/veMd7Q81DnNnsvy7+IwjKcFYldT+KRhyDRUXgwujmXdnz94AQCClniqzwiqeYSSUdcQ7IKOjPncP8V/FrgF34vD3CdDQyzCsgc4pGJmUwhM2UCNEJm3LBsBMVk6gwCSH8WEeLWtybbRReHJnYK9xf6NgtLS0hpcQYQ1EUKKW6NTmu1fE6KaUW1mpjDMYYmqahqiqklN0xorLSyTO7ru+5BL7PRUjNfvdYISVCKYRSqEwhswyV5WR5RpbnqEyh8owsU2RhTGSQDaQMSoea+5lFg1sQ4pwNcpWjLArKfo8iz+n3S5RwlGVJWxT+WgmJUhkCG5QZkE76PV2CkII8yyiLnMGgZGWlR7+EQdnd3FgsFjObb1bgrMA4wdQqyIaolTVUuYrL1y567Lo9tt+j7PcBgZPBLCfDXRDmS5SdRDAYzJSP+JzrhBnRjVn3y5z6sZfPhbJhrd3z94cauwtSNCJReZg/Ae98sOHD3Z7X+oVozuI993N2HCCYK/34z07aObA2WCSEwVpv1XdOIoQJx3BByDX+s92i0WS2kUSrU/BUdAMnENZbbY2bTQYpRLfIAOe0Vl8IZaHol/7GzDJ/DnkRxiiTCAmKllYLnPVjmyvI1WzTtRacdf68gCwT9ArlLUxS+m8r/Pu1UmAMbTPFakMvA2EFZa4oyxyHAaxXKIIg5wAnvcDWaocxAqVASTE36cNeFTakQkGRBQVOCKwVtMLGUwEBWh+85sD8RHbC277np39cYqJHY37Di+d9EM52Q0dL2e7zi6/f/bfFjUkQ52Oc//MyRFSgq6o+yFkzb8VdMGaKIKgLws94/1oQNorzCOFFe+n8DBHOIpwBa7CmwbQN7XSE1i3NZAdjGpp6GzBI5QUIUzcYY6mmlffetL1g0fZWbGcb8rJHnkEmLLIoUaLEkRHt2wiHDCrQ7MLPrvpM5xDd0+6AF9253RZwOuuHN6aIbp3wQpYI11N0ZyadmwmACKSQ2HBjOAStg9ZCra0XxqTDCm+LIx4D1wnVOnpfLf5eD15FZy1Y49VEITDOX7PGGCZNw6TRjJsWax1aG6QQ1NqglMA4v2ba8Hmdh/cgY+endzCOGOrplOloxNbpU5x58ESnaFx22eWsrKx4w0uWhUVjpjTO7qGwmAi8FR12SdDnRnQn5F+621pIFIDnf79IDlOojHuWcH6Rdcxu17PpVC5cuQu7Yq5bt3b/nH34Igur6MxNtfB8p5gQ9yvCtdq1Hs/pjvPfy4th9kDj6JxDB2PjvHwBXjiKBknnHEVRLCgM1lq01lRVxXg8piiKzkudB0NDlAXmZYI9Y/VZVC4eytNyMey57G73nhnnogue8CC7hes5k7Au8lPn5gOIYPgNx95laNitwHqZI/7bzU3LOSNFlC0FIGYec//w0RruAGMndv0jehnDSXb3ihOz+ADR/d6NQqdw7D2TmaKym/N56PbL2daFBdlr13pxoZ9/UYpG9EZ0iLhGz6wVUYuLFoNo8YC5yTmnqMQb3FqH0QaEQGXeGqjCseLGl+t5RYXOa9G23mJaNwqtDXXboLWeLSxBMFBCkClFWZb0er0gICisNd0Cpds2WFnoNr9uUsv9KxqrA8nqQHr3ogQpHb2eX7yyPENKwTTXtC20IcQhl4ac1odKSeVtyy5qxo48gzKfBcP4YCKDlRIyhZSCpm2xxiDFgCyTXtHIJVo3XjGzDVgL0fUdvFLStjhjUCJDSYvEX4tcgRESLDgFmRJIp+luZueP6a+ZtzW27UGEZc/8pD/bfhtHYV4sebg5q1sxzEetNVmWLdwH5yNaDp2NApZcuKH3eYZAdFnHpSpY9BzBJh88Gk4DFikMMtjkwSCd8cqF0QitcUZjdUtdTdjZPENTTxltboCzPqRKWLKsQUgopLfcDAqBtY68ndBqjWu2cRamrcZYx4aTWATD5TXK/hKXXHYla0cvQxUDsqKPQ+HIgldDhgXch9lY6wP4bKdwyHgxOMgsmLfozsIrbbcWOVwI+1Rz4Sbe0uvXG/AWA0K4k78/lMqwQtAYmBrHVqOpW8PGdAoI+oUlVxJjDZmEIjNIYVHKH7+1bQhxDFZuBApB7hxZuNoW4ZXUuuHMeMKpjU1qK5laiZQZ+WCAkTCyFmccS9bRYmmtDcpS4RWfg+As1hqm4xHNdMrHP/oRNk6c4BN/dyenTxyHEIrZbO3wmY9/nMuuvIqjlx1D5QUqL7pN2u8nQTCQkjzL6Q8G5EXBYGnZC4Bc3Locw97snPFkYao8DBv4fnBRLHHOz6FO+FsU9l30CESBvrO6x5/RODevJMu9gsq8lyEwC8GaOzZ0HgwV9ncZ1znmwq+IAtKcBTf+W0TNNio4Dofswv32Q9u23Z4f921/aMfGxgaTyYS6rjHGcOmll3YKrpSSra0tNjc3OX78OJ/+9KdZWVnhkksuoSxLhsNh5x0pioLl5eVOAZlfJ/4pzJn9E8IurfDh41aAtQhrvXxgvDHDyWA8CIohZ/vp7JzeHgRSF8OqXZC3WpQEa00XUm+tpdGaRmuk9fPd4tfPaCHwRmJBlmcUpfe4KCWQcvc+KQCFw0dr4LwByHvwFUJmoBROqoMpGlGXiPYRwMmzKRszT+1MsQ7+eT8wzCSbRQnnfB6Nh4uzGiEOwEUpGmd3pXht0o+P2HPjzdyvewdsUSuKoVd+gggBSsXYTokMgoOzDhuECRcmr8BhpN/YBGCsD4siWCSt9VYfFTwZmVLkWRbccgprVedeFeG8nGXBetFZ3PZJngnyTAQlA4T0HossI3g4JDZTXrCzEoNFSUJ8d/Qc0S34OB9OEUMqYm4JwQIdF/kullz6TVvK4H4U+OsWhFHBvIDmF4ZZHoYM5+DdgzNVR4TzCseJGprz19Jag8NhTbvvcZtn96a38NzZXn8on7qX89140arWtm03bx6KaKGJxsLZ4zAUjZlXQ8z9LQoAEucNBTHgR5jwbw3o4L3QCKvBNDitMW2Naca01RZNNaWZbPjjZhIlAeGt7NJ6b6ZXkh251CB96J21FqdbrDY02qKNA6dpmwnDYZ/hsO+tVblCiMzPIyTCeqFTdOetvEVfqF3K58Gufhz/ziLV/Wf2j3nhwu2x9M6NeVA2/Ju859A4h7aOxlhqY2iMAQTK+HumNtLnpUiDlA6FX+da50MdRbDW5cIHu0nn9zkDIWdLYJymalumTUMrMjSFD/HKC8BiaNFAG9Y7F9YBJS3G7l/R8Pe8RpuW6WiH6XjMxsmTnH7wBDtnNhhvbXXr0ebJB8E6lJBgHVlRoIrSGz6kQAgfzgECpKQoeui2pdfvUZQFUnlBY94rEf/r4kWLHsNu7Zy/0LuubTRkfK6UjbBvdXMpKBkL323u99n79hpfFl8WtJSzWCoXQiDOcVoiHDDuK9GDLWQID5x/bu5n/B67vcveuzFz03hjx9ksuhdO9FrER8wpFELQti11XVPXdbc+z4e+VlXFaDRia2uL06dPY62l3+93x4lreVmWFEXRKTLz4VS7Q6sWxu8sY3225z9nxHnnbHiEf1s799yuR3yf/8fc7+4cfycolC4oI3b2+vAS6xzGuqAYzAyIEKdS2LdkDNsTiE6eiR8zp4TPSUPdY3GTPasf4YKZP+z8R4u5f5/1ycXh+aeios7P08NUNi5Ocg75EfGEvKIWVDnh9oQaxJu4E97DajhvM9Fa0zQNutVMp1MfG1n62EjR63uLQxT2hcDJ2WAIoRBApiTOOvJMYYylaGq0NuiYoG59boNSGVIper2SXr/nrTJKYY3tPCBtpny+R2MWFo88z9Hhu++HYako85DonXnNPJPGC/AOhJX0i5x+nmNK2+U6xEWzbppOURDh4UyLqULei26CjiZBZFgKGiTl8grOOrJBH9XLscJhsD5cy2UoLNhoEaZbWJSQSOnIVEamMlRwHXe5Nsb48ZBghAv3kj92i8FYTVVPcc4xqQ5H0fhco7U+Z0jUfK7Q1tYWo9GI9fX1zmp2IcSwm9m881a6/eOQMtyTLhQ5CKeuiHGWfmORwiCERbgG4TS+qIBGtxVtMwGjQTe0TUU1HiEFXLIq0ANYzjN00zAenQFjcY3FCEFrvMVTFSVSCAZZg5UWq3zO1Uovw5Exrlqa1tDoEe1oxNYJQzvZ4MilV3Dk0suRWYnKezhtMY3xBjYrkFlJXi4jZBY8CQqN3LNB7Yc8L8jy3I9Vp5n7jTAmtMb1LcpwXii0dCK6EBCNIoCVAiMEjTFs1zVjbdiaalrrMEGBb5zFGodqHZkEg/b3YVDqjdU+fDKIbnnhY6W1MGhjmdYNVaupjaM2jmndMjEWMoksCor+gOWVVX89mwmtgK3G+lBMLFJYMuHft1+s1pw+cT+j7S3+/kMfYvPkST7z/36c8eYm080zmHrKYDikUDmT0xtMt0bc/4lPeoFaSoSSyFwhcwVSIaTCOoe20O8PWD9ylPUjR7np5scwXF7m0iuuQgXPtLWOpvHe2qqqfWJvEIwH/QFZnjNcWiYvi+Bp94UIXPTG7/tbHw7zSckSGeTwICp18krc/6IyMvdjl1IiOuNoVGBmSvJ8eNHMjuXna1yz5oVsKWPiuffcReUC8KF7ImR0dUr17NzmFaMu+iGc5YIB8wCOtKhItG1L0zRkWcZgMOjyNAaDAUVRdB4PYwyj0Yiqqvj0pz/NZz7zGSaTCUopiqJgMBh0YVPb29t8+tOfpt/vc+WVV1KWJaurqwse67Isu9yO+VCrc63/Fxt+8nDirPdUg8LULcI6bObvO6cEzimcAofqBHQRZUFiCKkL+RRuth66LqsuyN4hJNBanPF7j+jmq6A1IRfXCW+zjGt5p/fM5QELh5IOqegMuPM6kD+5aCyKhgaBFH5NkVJ10Tb7RhCMu3Q3aHf3uWj4jf+L91o05s7Ghfies12bs8gcD0duxsUg5u/xC+CiPRp7bo6w+EV3UPRqdJoQYRGae79zrnufr1zllYK2bTst1YcoGHC+EkuXv8FMs50lsoGTDkeOUj5USkqNMj4EwYXqPnFiZVlGHhYfpRRGeCHMr3/BGigXF8YLCX85HypYe4Xw4UZRUfPeID8+SuVIIcmUw1oHTdMl2VujES44poVAIjEWLBpnDLptwo3kK/lY4bAOH4bgHDLPEEr5ACvnZrGNc5tr55rvNoG5TUV6qxVS+kVChoWAkIzp/Pj5AC6LcYbWtEEAP5ii8ZBu6XPdcwdYv88WFhUViTgPdufsxOfrumY6nXaVsh56URCdfBDn9syycJAQltniHkOo5m074HBWgzNIob2iQYOgBaERaNATbDNCOIOzDdZUGL2DzBRFXqKExZXQYJlQ4ZzBam9FdCLzOT+Z/z6ZMDgZQhmh8xhY4z13um1wraGe5jgsS0sDbLuCEA6ZCYQ1oFuc9XIyzuCyAoFFyFBwINr+4721T6TaW3WmE/Rmd0y4vvG3KOzFlwSrLdED6K+CtpZat9StodYtxvmxikKvwVfOwzmUDQn6YcPtquOxOL21s1hnmBrvwZhqS9VaWmNpnU9Gj4aVrChwWqC1wuCojEXh8HWwBEYSPCz7w1rLdDRiZ3ODE5++l1MPPMDpE8epdkaItkZYiwjKUlvVGFcxmkyYTCsf/y38eqXKLBQGUBjr0MbRHwzY2byM8c42q2trrEzXGQyXUCoL959XMIzWjCeTEDYqUUKil5cpi5I8y7zHPKyJ3Xb/ufJizOEvb9w73UJeVfT3n+sMF/0Scc50v3bTMYYSny0GG+bn+1xUggzhnMT7YN4qG+Z4EKxmCs5M03Dzx55TMrr/zssG+yQmcjdNM5MlhKAo/NoQvRDRyxHX6slkwng8Znt7u1vfYxJ4XAPatmVzc5O6rlleXkZr3SkUUT4wxnSfEfeGOJa7ZYd55epc1+GziQvGWJ9+Z7Ay/hQ4rX3VQRMqFUoFwizuJkJ4L6STYSGc93zMvBZRAHd23nPiZkK610GCHAK+QMpc7oZ1PsctHlfM23PCcZyfnzNZle5n9MZ1ytJhmRYWLAGL3pxYUGXh5UH5F3Nv33vAGefyQJ73lPYxny7k2Ith7Bf2GRepaJhOKPY315yjVEQtc6ZsLL4Z4kxy1s4WGq3RTUtb10wnFVIKrNXkeUaRy1CdJgol8TzwVyq6LJnd1NZab/nLVPCi0C1iXgARZFm2y/XphRKlBFKB1gbbVamISbImPPbHLKlMoDIVFnB/UX3FIe9ZcHNuQCEcCAvSP7zyYFAoX2lE+NJt1nlFQypFnvuN0ziwQqDKEiEcWS9D5RLjWrTRZNKPoXUG46IVwYE2CBe+v7UYLJk15HlOnucY4/NZWt1S1bW3JMRk8BBzWesKYzTa+VwNzT9/j4YxhtOnT9O2bbcJra2tUZZl54KfTCZdMmFVVTh37kpUHtEtgtEbGDfpOEe7Us/7YLaZO1QIkxOhcpTTDc4a2nqC0TW6mWJMjbMVzjU42+Bci7X+30vDgvWVPkUmGPYGVJMRJx6435dFbmuMbmmbHYzW1NMKpTIuP3Y5ea7QzSSUwPblbgeDPipTNHWFNoa2mtI0DabR0Fr0ROPaMdN+xriAwdIKPbGOQtDrSaq6ZaeqaGrJ9uZJVDFgsHIMmZVk5RpOSJzLEAcwj6qggMc1pIt5x3slY6K5j42PFafCxQsePhs3WClB+uTrUdWwNZ1yYnOTqXXsGJBZQX/Y95bULCcTgkEufM0tM0ViKZ0ve5uX3jvkWi8YNFVDYwxb1ZhJW1HVPufDOIm2XkhH+jK9zhpaq2l0i9UabSzOGEZt7ctOKoESUEiom/3fs2094cz993HmwQcYnThOdeYUmdX0cslOY2l0SzUakU0rVlaWGQz6DIRDZYLxaMR4NPKeGp37UHEgBJBStxWnq4rt0w9y6oHj9AdLXHrl1d5gFCrl1VWF1pqd0ciHwBQFucpYW1ul1+9x2ZVXMVxe5bKrr2FlfZ2l1TV6w+HhCR0HZI9HA38vz68ie8IZxFwyuJitI/G9ux/+g2KVvlkVKSX8fiilmu3x0XshZsc0zmKt8CHNc54NG8ozy1BxTYi5EyFYcecFphgqg/cOtnb/e+zdd9/NyZMnmU6nXcXERz3qUaytrXWejXljZ9M0jMdjxuMxAMPhsIuAkFIyGo26fbuua/I8pygKer2ej3AIIVgnTpxAa02MfLjiiivo9Xr0+/0uryMeJ3o5dueA7eazrXTouobwvZ3R/n6qG1SmKHq+6lRehp9F4SMd8iyEoYfqVFmGzXNEJlF5EC07HSSunaFyX9NgcDjjq5jGHJgQV471tWr8Cip8OKjP4zCgHU3bdOFvMezeEUrEOxFaIsyHfcXTccGL4vdBb+jdv3LrYv5YPDaEvRZc+AJKhBxX5gxVUVkXc+90ews6nG0WfDbmxu6wqYOGT11k0sFMM+2E4dmpnd3y7M7y9pC8JnA4Y7BaY7SP3ZZSIJWfAMa0COFwLme2zM59aCeQh8WSsLA51S2gnamYuT4VKrjNhA9hcs4v435R9PkdXuGZt7AczFU17xXxnhU6BcjG0rrCdtr2nFMacMFjEzegzjRFzLOw1iDkbCeI9muZKW8RVgKhwDrtE2jDjd8luFrrF3zrKwq5YB0U0ou/UkmUUxgbvE+6pdW1L21ILEHnK38Z2/oQD7+U+BvuAFyopUvM78r7+IyHen46nVJVVacErKysdM9Za71Fra5pmhatzUzrF/PXcu58RTzZmfcvGmXiBn/wRSUoylFhdr40tNUNzmhMPUG3NXW1Q9tWWFNhbe0VDFMjhEFIQ78YkmU9n6skC0wL0+k2xvgEcWc01tYYo6mmE7Is95YcgQ/xMz4BEBxSlmRK0eArV1lT+9A/Y7y3rPX9XdrpDs1kQJlLhO6F8okZRjRIW2Fby3RsyMqGvBySOUtWDhE+0OhAisa5lEOvUOzyJ3Q7yJwxJHhtutLBQqCxXc7EaDKhdtCIjEzIrvZ8limyWJkOi7DCl9p2PhulUBlKKoxpsRaq1tA0NePphO1mQqMdjXYQEuglEpXF8CCfe6GNxlmDtr6ssm40UoB1CiXASu9x2S9Gt0x3tphsb9JORphq6nuuKF+iuLGWtvGes+Hykhde8gxczgSLaWuUyEBFwcHhhA+jMsYwbVsmox02Tm+Q93psbm77ENggJFbTRUVjqd8jzzKOrK/R7/epqoqltXWyskRISdEf0BsuddcxXt1ZiO/i/ftQ1seDML8OLXg05q0Qu14X97izJ7XO+TkW9mLXnXa08nqFws9xJReFYTl37AXjXYxX6T4knI+cO/b86QjRVTTrxAFmwv9Dlyo+N6dOneKBBx5gMpnQNA1KKS699NKz9jeKxV9i4Q6APM9nfaKEz+uIoToxV2O+3G1c8zc2NqhrH6ZXFAXD4bA7fjTOxfzOmIh/vgiJz4WHw2rjS2NLv15ZJRHOoTKJcxqVKazxP11rfFhVnmOVwuUap3NcnntlxSici7JMUGZlDLX3BlCrNVZKrAkl+0NRgSj/dE6ReIJBcbBBoYgh3F7JCDJSSPqOXpOZgXl2R897WMTcsffPnJzZ/RZyg8PZ+/y5WfVB11XA8wGw3RmJeR/I4qpy1jv7YQif+ieRoyEFPvGOWcLc/I25WzBycxd7NmG8wNM2DfV0wnQ6ZWtrm1YbpnWLkJDXkrzIcK6lKEqUyrzgEmKx40WNHhUXhfEQJhU1aET0tPiFWEgfwqAyX1rRJxSJkEQWwiWsX1SNtl1FLH8BFgwzF01rLHVrUMrRyzJv7VHBHyTDeYfvEpOoW9tgXIuhwdB2Qrt0RbgGEokik5Z+qTqPhnaSqtFBeWgQWLQBcEy09XWrQxMy7QTWCayT4X7zTdcsLdYZnDYIK3ziqPVWnNmjQSkRGm0BjlDhofGx3sov0jo7+A0xm+jzN/Thcr5EPWst4/GY0WjkNzEpWV1dpSxLRqMRdVWxszNiWlVY55NaW90yHm9TliVlWbLLnrhwfCl9CE5cbHxjIgtS73n9hVLVEy/EB4UiVozCGWTXE8MgsAghyYsS5wTOZUj6SGEpCkmvpxgOMobLBf1ewerKkEsvPcbRo0cY74x48DP3U00nbJ3RaO3QVmJqywMPnKIsc44cWSUvSqp6As7XTC/KAocjyxVGaySOXCmMcbTaoU2NnmwwPuMQ7QTVToL3zaCygn5/CYxl7Fpc3bJ1GoreElleILMSKQcI9j92XUUc57rqdzJITzImnsvZFfVbXqgyFTZCoRSojMpaxvWE7emU4xsbjKuGM9MKJzPo9RGiQIYqWrrVvhll4xAYH2qEZaoESgjK1vgKdaMpbdMwmo6pm5qJbaidBpGByhAyR4oM5yStseBaf28qSVH1vSGhbrFWY5xBILDOJ9Zr62gPsLFMd7ZQVlNKx/KwROh+qKRnWXWWsszZ2NxmPK2Zrq0wsEsYBAhFJjNykbFc9lhbGfhxFfj8k8ZXt3NS0mrLaDpG1xUPtsZv2sLn0DRVjTaG6dTniOlgeW1HW+RFwcmTD5KVPU6fPsUll1/JYx//BCSO3mBA0e/BnIoqdv2ciT4PjxDYhYh0HyVwwag0nxR+NqyzoWxH2Euit6FzIsQAPuHnt5zTN7qvFYQjMXuPcw6j/b7t5hKeBb6nzMKeHwqyOKVQipDTITsjyoKAF75v9PwtFsi/eE6cONF5kSeTCW3bcvz4cabTaeeN2N1Lq9fzxpO2bamqqvtuw+GQ1dXVTsaJ4bBCCHZ2dnz4dZ7TNA1Ad6xYNldrzfHjxxfy+q644gqWlpa6aoRlWXZejt35HJ/1MCrrvZtY4c2DWtAYjRCSto6GEP8zi035Qu5mNLypTHm5KlPIIvMNmZWvfpkpFeRHSa4yJoM+ZVlgmgoXFD6vJyickGhjsMY3anWAUD78MZMZUgmWl5dZW1sJYXHBo9GFagHCxahVOq0lxGTFQNZYaOcgQ22k7CodylBiV4Rjqthg2RlEZ/YRoTIgxCqivkDIzJDub/twp84E5/2f5CFwUA/HxXk0FpQJPwOiohFv4PmT6B52ZsHA+WQgo1uq6ZTJZMLOzjbGOlrjEBK0BW0ysiwqASaUkow34C6lZv6zwkIqQ+8HIXylqljHmLlFZhY6pQEZtHAvNGeZCv07YqjYwRQNa11o9BW111miuQzCiVe4faMZ30RPY5z2v6OJlRq84pTNJrR0iLgIZAJn/Ibkk+ANCOM3BCyNbX2n2Sw2IctCm7YQ2+5CiVxn/Oda4z0Fwp+XMQajfTlh5zTWCaS1XalIF6LMwaKUvxp7S8/tDxc9OC4ql55oMzuAQyMcf9FzMj/HnHPdZjMejYLFq8E5S11XwdvhvRkxRtdaQ11XZJkE8mDJEN0c7uwfc9YrIcJ6KHw/i4OE6zVti2kbX452so1tG0xbgzNk0nd7L3JJpiR5LlAqDwPh84mUdAz6BcNhQVkKigIGgwGra0dYWlpmOOyztXGGyc4OAsGO3EAIjXO+Cd32zoiyLjhydJ08L2i1Hy8VNmljNEJAXmQhlt5ipMVZH9pjminNWFALSyV9d+lGV/SHK/QHBa2wKFfTGs20DaUSdRAWZOkrZu0b121Q8wKAm59r3SWMVVSiwcNb3qKFrnGasW7ZrqecHo+oQk8LmUl6ZN6LGo5rjC8nbJ2/h4TWCCyt8caTFv9zNJ1Q1w2jyZi6bTDSYaRDZaEbslRImaO1wxoX1hDfrK9pvdcSE9aZIHVGoVPgaA5wyzb1FOEMmYBekWF6OUr6kNSBLlBCcMZamqam1QYdK1wJnweQSUWZ5QzLHqFlOXXjy227UPfeGYdrG4yDqgll0ZUv2doE63JdNz4WPFMoKbBtjcoU+swZnFJkRcl0MuXKq67isssu9SUze2VnXYyhDN4jtXtd2W1zPBxizk/cYrtEC2/ZO7+44byyOzO++X1Axu1asLhuumh/nTtAlNPiR/qTWihrH++H2Wnt8prMe3J3eTxmyed7R5Nd53exbG1tMRwOu2pTWmu2traw1nLNNdfsOf/58vV5nndhrkop+v0+S0tLXRO/qIzEPJCYTB4NkTEJPJa8jUVBYs4IQL/vGzFGRSPuN/NlcuOxzifIPRxKiHBultBvfB6Es74gjjUiKA1ermqCt0spH8KtMjXLaVESkSlkkXdeWiml7yYufCNRpRRWtzRFQZEpBL63j/dQCJyQXu6JrQkQnZc/y/0x+/0eg0GfPPcdyGdKxvz+Pf9reM7NbuTFXXh/+P3AF0OaKTHeVBGL4cmQ8K7wLRZ8fcEQ3iXCuivOUh2LcLpuXmO6cA4jR+N8Ho6Libi4uByNsyR1x/j0SLchh+e11hhtmFY+7MRZgzWatmlopjGmfcdrdUKhlO+jYVrL9lZLXfXo94aUZY+llTzUk9+1SIXPEqF+cawyEhctJyxY15VL9CEKsWswGBM7l9vO/d65jOeqb8w3+btY6mZCVtvgadGhn0cvdCj3rzGhprSxGusMdVvTtDXaNGhbey1dOAQ+DyWXOSorERk+9ACJxQspxphgoWgB4xMwY1Mb4bXwoM93gvvsMoqwcAi6ICxpcM74c1C+uoRQGQgXuhQ7jIv9uoP1y8brs+9hA2BjY4NerxeUQ7nnnnMc3M0c3eALBQvwc60oiq6Z02Qy4fSZMzhrOX36NEqpzlVflgVlr2Q6ndK0DVtbm4zH2xw7dhmDge8e6tm9vPkv5L+Cv4nHIUFxOqn2/Z3yLCMTvmpIP19BYOkXOZmSc51zVZjbXsmvpyPqesLO9iZb2xucOLNN20zol7A0hOXhgEsuWWd5ecgVl1/GcFlyyaU7DAYjcJK6qiiyDZqmYWdrC2Ms43GFsY5+f4BSkqpuqOuaoiwoyx5FXmHaEEaFo8wVuZLkmUChEbrCVBLrWpypmOzUVNUOrc2oTIkVJSiF1VOmo02yoqVYKn2i+36x3niC8OV5pYyJ2H4dtDALB4iTMe5l+ApYtbbUuuLMZMJntncYNw3bdUujLY0F5QS5w3tx2hYB6KbGm/aCFUwahM+nBwc7oxprLJPJBN22vhJdv+dzGrLQVUMofInwDCksLdZ7STChV5D2m5+xvqJVLpEqIyv7/mvoejHM5iLxS4zPRVtdX6NXFoy2d2ibBqkttXMcGfZQziKsYbQzwmnvPW0bAyh065iMKooypzcoUL0evX7PG6RaS65a6lrTGB/+JRCUuU/y7uU9nHXosvBGrmBlH/RLsjzDhvWvHW+z+aDj3rs/iqsnXHn9I7js6qvJ+0Py/sCPRRD6Z2rmfEr24SsbMS8wCh/RqBfXhnMtcwK6bHEnYvnqcPJzcooL1SFjH41ZbphY6OFpneuaop5tTYw/9wgmBN3IWtzcZ+x+UaxACTNj5UGTwU+dOkXT+KIoVVVhjOkSuOPvRVHs8Ww457oKUnH/7/f7FEVBVVXde/v9Pr1ej7IsO2Uh7g/zRUKi5yNW6Oz3+51iUVUV29vbPnxvaYler9cdMz7i33Z7OOZzOg5b2VAiFIYRs3yd+BHxmsaciWiRMNZghS/mY0IRHyl9pAZVCE1XMhhDg3ISFLztvCDLFFunzwCCpq5om5atnSlN1dJWvoKcMWFeCK/srKwOWVrqc801l3PDDcc4cmRInuUoEZI6QrNPvw76k/Zya1BEhPWeYmZFSbreS/vA4Ruw+kh4g8Wh8OHJo9EObdtA24A1rC0tMeyVZHmJygofQobACF/10zjp+3wQG9P6tcsPeRSm4icHQ/peC8jBCF7T8+UOPewejbjowN7FoYuxnHOlRkVEG810OmFnxyeLGt1itbe2+pJ0FUIqVF54QdKBsY669pbzKjSzGlrnJzHn0NaEmJXdk9Ivdv5EcHJmKfCCQ5xcrjtXF5rG2IVQsJmicZCqU23b0LZhwZAWHUrtOkdI+BVoGzwGVmOspmlbmrb1YSSmQSqHkt7GrYVEZgJE4TX9zE9WbUOn7/Bd/EQ1XnBxIEKSnwuTvNOcrQvfm+77ii4R2RCTrfxz4JwMjWlC7GS4PWbJ83Fc6RSO/TIajdBah00h3AvBwuc/hGANnfOcLfzDc7Y5E+dzVIrnwwHjDRU3oFiLfWdnB2MMOzsjBoNB1wSqPyjJ84KmqbGV78hsbcvqynI4VrDYuN3nsyiwWOetvVVdU9fNvsdNKkkmBVhBmWVkSrC+skRZ5JS9PirLfeloOXPo7mxvIkc7bO1MGE0N21s7bG48SL+ElSEsDQeMx1OuuOJyrr76Oso+LK8cIc9KmqqlrqY4LagmE0Y7o9A4rgUhWVlZpihytnc20LqlKEvyrOjKJ/sYVuebQAYLmMSCbTFNhaUBappmynR7EytLbLYKykA5xJmGuppgnCDr6+AV2B/zm7lfU2S4B/x9Yp3rPKQQFvxokXMC66CxmpFu2ZxMeXBri9pYJsZXT2pDJRVrQ+14Y8A56qYOFVkMQkBR+PATG+61cVV1YR7GGAaDPkWRU/QKiiLHWhH2VIXvrhX62TgTuvlZbCgrqUL4XJZ5K6EPZ4MGQ4i13Bc+5t/nog2HQ4pMYVtNLQQuq1GZYVgUmL4vOFFNK5wO56W9V9kYS101vteR8MmlRa9Aa8u0agBBmecgDJVpEEKGPkWyKw5ic7+utU0NztErcrIiDwmcAlNPGZuWU5+5D2U1/cGApdUVBioj7w+YhfwuxkzP/voweDTYLWzPVxjr/CtzYx3/IWbrXfSExB9zHo24xs+E+rmCKWL2KQ5muRRzCsD8/n+29VTOnenZlAcxf567XhPX3v2yvb3d7dMxv2I8Hncl9GOCeB7KVsOscuBgMOjep7WmLMvuubgvxPCrGO4UlZT5BG+YlSSP3yW+Jz63sbHB1tZWp2gMh8Pu53A4JIZ/zTdVnDd8zstX8+N4EETshSLEXNhc3KNCNEg0pIT55YIC7KzPuyB4HQj/jo/uVxEVJomS/vuNtnY6pcwYw2TaoFuD1havH4TvJX1kxGBYsro65OjRNS677ChLQ+XXCOIaHM43COH+7VGh9tE0Ma+1c4IcRGkTi/N9PieymkyYTse4psIZTV86+spR5BmF8mNmEKH/kR9j4XweW5cIH4/bnSzEu17gLSBdhNHspJjp8XvnxZxTZ+8r4nicRZn4rHk05juDz1s34oedbZGIgtpg0EdKQdvUXnutBZXVqMy71axz6LZCkJHJgbckihwlBOOdEW2tKcsBRVnSCxaCecuK6DRy0cVUx/O1zoUwAW/DN9YiO2HSonXbJW8Z4xcVoxctOAdWNJoK2/fufS9TaOpKolUGIWzJzk1+h8SFbpY4CZaujwZO0LYmJNG6UMkqds8t0CbDUSKFj4eUQlLmGZmCTGXdDekr6MZcjmio8DdKUSryLkErKNfOdYqDdeE9QdEQwqGk8N4S6ytE6NaEzzpYreo777yDLFMsLS1RFCVdx3NnGQy8RaMXrEzn41yWoLjBtW1L27aMRiOAroa6MaarNtXr9VhdXfWL4mTMqVOnWV5eZjj0sb44H1qmmxohXWfB8dn/uz0Z5zpPH2ZitEEfwCif5SW90pc3zlUMvcmxWlJPfd8MpO+8HAUc3WYYucRw7Uouz5dZWdtkbe0ypqOTjDbuo560jLdH6Npw2dFLyKRAZSUya7qurhaLyARLywO01kynY5pmytJSibMlRZZTZBlt3dDWDVmes7K2RjWd0tQ1JlR9y7KCLPNN2VAZ1gq0BSPAKsmkdpw6tYOTDRSKrKgZjnKKcshqXdIcoAdJF99ONELYLrxDyBD3HnaCrp+A8POvtpbKWE7uTPjM1gYbkyknRyPfBlGq4FUtyLLcu/6FYzze8XOwnuK7rIvOACGlQNkoxPieQ1IIRJZRROEny7zV0PmiF9Ya3x+oNT7vw3lFUkiHEiHfDoFSUOS+YhxWY4xlOqmYVPW+x66/ssZksIpuHa7W5KJHvp6h65r7JhVNNaXFoJ3xjSCFYP3oOisrq+i6QlcV9XjEdGebyfaIU9tbrKwsc8WVxyjKHqtr64ynNdpJJnVDvTXy4rKN39ErJ71egXCCqfBrVFdiPDQLLIqMPC8w0wk7p05y38fuZmd7iyuufwSXX3cDRW9AbzDECyUCK+j6lxy2JyMyL2zPBEx/TRF0VZu6dSzMvSjIxaTtThQRcf8KVX/kouA62zuDoBOtpJ2SRXcuu89z/ufcC1FC+D1AxDL1ISjkLMfYo2gc0CpV137etm0sre7Dm86cOdNVlRoOh925zCeKx5wJay1lWdLv94khs8aYbj+IykiM5uj1egvnEPeh6OmIDf7iHhP3ofF4zGQy4eTJkxhjWFtbY21tjfX19YUk9vmKVbFXx7z8cyjMHaoTZ8Wuv8y7OOLPToOYkwXF/Eu8xCs6xTcYtULLgbb28lbdNBhtqWvfJynLSjIhCaUCMFYDzhe+mAjObJzmwQczBsUqq0tLoTfGfC7Q7Dw7w97CN3Td/w4y41SILhEIpMgRwvoGxc5irfQGWedwTjMZncI1pyi3/f4nVY5QBSIrIesHmS8LLQ58zm1W+rxJ3RXQCiGLUhHLnXuvzNx3jjrJnB22G4vwx5k/B+8BdYLZ/2YcNDcjctF9NHbHas5P9rO5WIXwCUD+Js6oKuU3NSxtI1FKkmXSWx3ahkyFnnPCd2BxTjAdT2gbzXB5irU+mZS5G22hudD8TWiMvyg2dhAPLmHnupKy1hov1IUeCP6nj2sO3/JwFI22xrkc53zCq7XB6qejouHd+TH8CwTOSnAy5M+H5G/hf7fGdM3xvKIhkDJD5rGKFp33JpOSInQgV8rX69etVwZaXdO2Ongd4qLgX0vurRxSyZDv0Q0J4Ht9WBf7lnj3a9SkbRCWBdJbVw/A3f94N1dddRXr6+v0+32kkkwqX8LwiLP0+wPyPCML09nN3WF+iizO0cj83I0xvXVds7W1BXgrV3R5R49KURRd7O50WmGtY2VlhV6v50u9GoM1LUbXZLkvOhC9YrPuJHvPZQHnMNqEggT7t1RlygvdQuDjRfGp/to4bGuId0VMEXVEb19Ob7lksHwJ9fIWq8vrPPBpy4Of/oQve2trlFCcevA0g0GP9dUBQuW0xtBq4xcuKegP+rRtw+aZ097CM11BChgMemTKl49s25aV1VXKkJSZZYqmqmmbxgvQRQ/nl3McAmMdRkicUkzbihOnd7CihTwny1uW65Ky12DkUhc/vV/81AnCEsyqgnTCGDE0NyS8+vvWWMdUOzZGFfef3GCnqdmoK5+knZfkuaJf5KEohVfMp9OJLwndVAgcZZ4jlVfcfcEKv5bqVs8q4IQY8yLPvRdIxMRhhzM+gVe3XmG1hLBL5zdGCUglUBkUOeG8DVYbqmlNdQBFozdcJustoypDUTRAwZLKsf2Gz5w4TiscMfNMOIN0kpW1Za666grq6ZSqmnLqOGxublFNJ4xH2xgHl11+jEFRcPToUXqTitG0QU6mbE4qjPW5LdiZwN0rCqSQPtfNmJDM6isqSSno5YqiyLB1xSQ0ID1z5gxS5SyvriHXQA4G3uATc8PmBPld8syhEKsALv4tlFRedHwurF9+d/BC/twrgLnmesIrlHFfPqvCAecVJnavmXtCp2QI/XAWTHi9tXPhOMECvEtWOAyPBtCFv0YlIBYu2d7eZnNzs+upEc8jKgGxfPv838uyxFrbea3j89HDUdc1UkqWlpa6vBCgK6MblZaY/7E71Lyqqs5DPh6POXr0aOeBmYW2+nOb70geQ9/mOahH42yTOOoQC/axuZ/iLI8FD0aQeDslA/Cmetl5C63RGOOYTmtfAa/1k9x/V0WX6N16Wa1pa6rKsr29zekzOZcdKdFmyb9WiGCunSsrsEsZm6vxFAy6B6Nb9YVAKIlAeRnAihBZIoNHwlBNd9CTKbX0JcSzrPSPcomst4xDgcuQyq/pea9HL5NYJ6mtl+uMDbkc4T5rjY8msbuuUYxin/dqxBwtr1yFf4mYIO+LnUikVzrm7tODKhlwkYrG/CKz210YF514I81eG2tx+wooUkCRK58EZA15psD5kotZ7mPGVQjbEShvSQoXa2tri2w6wVhLXuQMh8POxSiE1+5ESGiKMdWd7upCDkFwrXnt0E9eY3QIWTLotu2s9kIIspA0fTFuorNR9spwrOj+nNUZ9xPe35TWxE1AkqmCmJzurPBCgO6cbMHSqn1p2QyUcpSynAnawnfBRNgQ7xi8To5OoTIhrKKzBLiYWyMQjUMph1ShElaIHfbv97HeXvBynedCOF/tQQKZVAgEVh/sdt7YOMO9932Kjc0zKKlwOCbTKcYarr76GlZXV7n26mtCnsrs5hALK+Re5m8aE6rUxM6y89an2B/jU5/6VPdv5+Do0aOh22zOdDqhrSuMbtnc2GAyHrG6vsbSyko3n7rPnfvv/B+9ZTFeOhkW7YOE//jFzgtF0VIxb96JZtI4Tr5uv53NMPK8T7ZkWVpaZXl5hfHOJqdPP0imJP/4jx/j0kuPcGTt8/xm2OvhrGGyY0O+kS+j6jtaW049+CB5kXPl5Zcx6Pd9I84sp6pqqqYhk4KyLBEuhCoJ5fMZtGbaWCZVxdbOGIOicQVWlqxfdg1Fb4XVS64jz3v0B2tkeUk5WKOu95/fstuw4JybxTCHjdK7ur3BQCBoQx+AM+MpJ8djTo3GbNctlQUrM181T3lLVl4UvqO3abHG0JoGrPUGA7wC4NcGX/xBSq+wRuFn3rNsjPaeFRmqU1t8AYwQKuWMJi8Kyl6PohwyHCxhdE01rbFYZG1wSK/oaN/o8yDic5aXrF12Jb3+MtsO2vGIZqdFO0e5vMQqmmmrveKovbdITyeMtjf9GmwNIlPkgyFTram0Y3M05b7PnGB1ZYLDV6UhWspjsqUKCoD13mtrNAgZ4sN9CW6EL0RiHJRZHhQHXwRjur3JeDzixPIyWaa49MqrwUHe61MOlxBidtcepnIxz/w+04XLiKgsBAFuvvKTmCkYMcSve2/8KUUXKx/78uxWNA56rrv/1tlF58/zPIa6GIFwkD322muv7WSQWG42GhtOnDjBaDTi+PHj9Pv9znuxO0diXrAfDoc0TeMLgIzHbGxs7EkaL4qClZUVpJRdeNZ8WdwonMX8ECllp9Rsb293xhYpJb1er1NaqqrqFI3oaY9VreZlr+iNObCiwV6HhSdqt7Ow6i5/Y+4xUzai4D3/b9FV6At1yIghWT4TKDRTRlIUOUoq1tbWQ8GQEAI32QnFVxxVpTlxYgNnalaXClaXexxZ6dNb6WONwxnbyXwuho8756uSipB5FAUZN+cN2M+YzY1LXByUysmkYmV1DTMYgFkC25LZCdJWZLZG2abztk3HY5qdMT4iRfl9MJc+ImG8gpA5qD5CZijlPR/aesO0KkpvOMn84tdqvxfkRYkUykcYhPxkRDAqii7Aq1M8gM5Affa58dmsOjVHjFGMC0MMPdp9cnFSxvCRosgQlORK4kxLlckwmTJ04UvOKhU2BuEVDe28gLy9vYUIloOi9LX4KUvyUFLOy8leqnNWzDnHwoDaWWiStxR7bdkrGf5nvFAwSwJVoUvwwRSNgjyfbxIYa5OL2Zx3Ie4xKCJKFiiJrwJhoGmqblFSyrunjdYgvDKQF5AVwYIQN5KQk2HDxhzrTnuF0HphMEjBXXywc2jthVxjHFLRFQIIV9aH9bS+apD3wkhQwS7ufN3/TIYuoQfso7G5cYZPf/pe+v0+bbDojieTkNjacsmll3DkyBorq8vd5Pc9VS7ck2Kt7SxMsRFQ0/gcovvvv5/xeMw999zDZDLxlYGETzhcXlmh7BVeSZmM0E3NeLRDXU0pewXLKytegbSzHI1zm1GiOhDDGLyFZv+EhaXzcPm/AZ3QMnvCd52P9h5fJtOS533yPGN5aYXl4QrT0Q6bm9to3ZIpR9tcw+M+/9FkeU6vV2J0E5rz+Y71zlp/eOc4dfIUAsfa0pAyKPBSSkbTKbXWrK8sk5el994JSd3aUMa0YXtSs7k15sFTWxgyNCXLR45x1SOuZWX9Uq694bHkRY+iGAASg2IcQuD2NXJnud9F2EG9dTkUnXCzsLhWGyatZmM84fjGFqfGY3YajZECJzNfPEFmyCzzaxYERUNjTAP4RHglfOPQaH1zLgrK3qPmnJsJM875e9vaEHopvFHC4C3wzl+DXGUsDZcpiiGDwRJVBaOxwTgNovXWslZ5i9kBc6pUXrJ26eXUw1Xq8RiDoB1vUuMol4Ys54LReIrRhnpcoXVLO50w3t6ETCGyDDJFPhzCZEplgNEUd/wE48k0CHoqrG3gVWOLksqPaat9c1Pdggq5PmEtR4AOVfNM7hUNXxDDx1RXWvNAUaCN9wQNBkssra3THy51xpiuBPXBhunciBjmFPeJOUVjTmhfUDTwXrVOuWDutUp2isZ83ut+lYxzvUeEc9j9t7hHLHhggmIxz0H32GuuuaYTyqfTKVprXzRB666pXvQKLC8vMxgMWFpaYjAY0O/3GQwGXaO9wWDgm4iGfWA0GrG5uUlZlsG4VHSCf1Q0YkndeUUDZiHl8x6KPM+7MN2otETlRinFdDqda9rqFY8Y9hUFvbh+HkYI1UyJCD8Xnp2ZqToFIrgt4u/+Fzf3ml0PyWxv6xTiqGiEinFSMOj3yfOSI0fWKcuStm1CdULLtJIh7F5z4sENxqMtLr90lWOXrtHv5RxRvlysN7LEcrehybSzuJizt1tAPoiOFvZUL3j7L5+pHCXwxSnCZwtnEaZGmAbZbEM7YjLepmm2GU1GbI7H/h5Rglw5SmXJsoKyWCbLevQGR1CqoOyt4hDUDQilyOUKKs8plNfkXFDGBnmPPFNMqhatfal10Skac1EMIbTR17d0nXH+7HNk/56Ni1I0MpWRKf8WJf0C3lWPCAJqZxsVMwtqjOmPCbFCONpW02pD24ZwCxc7cvqeGd7ar8KccBjrQ3GctYxD3wIlvAV0ZdXXU5ahN4QDkIuDIaVvUoedxahGAcxFC722tI2PGVZK+TrLKnhXxLkX2Atj5hY2xgblywWFKkdIhdXBc2DBilnJYJ+3UqDRGC0wwqHb1ieBqxylBFkOMsuC7SHaIEKCu3DEda+rXhCEmBgHbq2vciNCDkhUgghKmbeSzhpodRYbQiUJIbsa7l33+DiZzcEkl16/ZDIZ0zR1CHlzTMZjrLWcevAEuq64/JJLKZSirmqa1vdfyfOCPC87C1WMpY2bXKwktbGxwfb2Np/61KeYTqdsbISqSTs7tG3L5uZm93vsAKuUQhtD07Tcf9+nOZEpXyhYOJxpcdZSh/LNTaM7BVdA8KLZbm7H43VWHofvHaOyWYfVAyLm/nuulXVxeofkORF/EkLoHNNpRdvW6HaK0Zq7PvoP9Aclg+EymcrYOX0aCUyqxov8QuGkQUmJs4aN0xvUk4q1I+uUoW8BCLa2ttne3CKGJVkUBok21od7kSHUkOXlNdYvvYaltUu49OpHUg5WKHpLPpdDZsTcprM3MLtA5ryyu+PRu2Rg4euia+GT+rbbho3JhDPVlO26RgtJbzjEF8/2i32mMl/iULd+TEMSvsqk33al37hjw0afNDkTLGOIZ/Qg29ihWTrfe0VIX9pW+P6HTilcFqsMSepGU7UjptMdTm1sURSCI2t5aALqBXefnL7/sRNCkPcKkIKVy45SDHLGk5NoPfabmbUMyj5y2TFxGTU10gmaaQ2ZbwA2mkzY3BkxrmtaB7mQoHKq1nDi5BmfvF6UaON7aGRKUuQ5QuANUM7vOVa7mbRj/Dz28dSiK/GchYd0Foym2tnmzIkHEDLDOMGRy47RGEPZ7zFcXvZCUqhI5oUlt/DdD0ImFZkKwlfMOQynH40DUWkSIaxu0aMRwqSYD5fy/Qw6KzSzRO8oMBKeiiGW5/oaUkpiLocXLndde1h8vrOkLq46XaJ9vMfCrnWQ8bv55pu7cKkqdIcfjUadsWhnZ4e6rkPe2LRTInZ2drpQqahAzHsXoqC/trZGWZYsLy8v5E/sLhwS/xajO+IjVqHyPZXoOozH56O3I4ZnxWPFvappmu4RQ7JWVlb2NCPcH/OetNlj0VvB/CXd9ZyXHWYd5MOeIf0BvTNL4PM1Z+0PtPHRFnFv9EqXDMZdQTQGd/KjVEjlQ4amlWNrp+bUmR3WVvqYaKiN5xeKXThiF3Dfk0eI2Rp+1uiCixq1vfeKD7V1wWxH+HQFsvT9jfAVyjJZMugvI5ZbstpXFfX2WoOiQViD0AZnNJOt00iZ0RRTLIJpbZAqw+oxUmW+eLnzJeCFALG+TlkUfq/Wust19P2VVFjr/ToZdh7vacJHEnTfb9ceuF8uSopRUpGHGP8sWsqtr8Xu42NDca5OMGc2obT2VUXCZto0ulMymtYn+sR6Gnkeys+F2u6+rKpFaJ+bsBNi6HXTeBeoUoiht+irLAsCsQhysussKtLFCoBxZghAYi0Y7ZOX66btKi454etCz6xHBxnqWTWjGHevVFxcMi+gzuWGiFA2VkkVmvKVCFqskSHUq6UsC/rlgCyTFL1oWZ19M/BKgmBWJg5mD8esA7Vf+H3FFzmXK+IdEj453odfmeDiDlY26RvpKBEmqnPYUBhRBqHFHlDR6Pd7jEY7cwIfVOMJ1hhOCMHOxgaXXXIJSvha6pPJhMFwmd5gyGAwZDBc6prrxRvHGNMpGZ/4xCc4c+YMH/vYxxiNRpw8eZLpdMrJkye7pD8pZVemsCxLb1XWmrppOHH8furphLXlPoOyYNArKIuc6WTCZDyhqRuM8UK7FA6tLU3TLmwwRRFDCxzOiq5JZVHk5xmZC2P3vJ2TN/a+tvsZ54mFuIlIhbGW8WRC29Y8cHzCzvY2qytDrrjiGE95yhdh+wPODI4jrKOWI2wQ6JAZmfQhLycffNAXKOj1KMte9N+wsbHJeGeHsuhRFiUy76GKHk1rvNBMjsgy1o5czc2f/2T6y2usXHo1QhY41fNnG5LmrPEryv5xe37z/XhcN4B+TfAtDxsHm3XN8Z1tTo3HbNU1oijo91fQziCN9iVfQ3UX0zYIn4KFEI48kwjha63HDVpKQVnkSDnrsxHzyDoBxlpfXCoYeZSUwQgUSrJm/uSVzIKiYdie7DCebPHgmQ2WhjlLq0fIw/twPm76IKHyQgjyfg9V5qyLY9TTIccfvAc93fLtQI1hqd9nKSvZMRkTN0FbSzupMJnE5oqd0ZjT29t+o3S+yh5ZybTRjB54kDzPWBou+bjokNtTlL4CH6HiXj1tsNYFIVtiTRCAmJUrz5UiU17RUFiE0Uy2NhlPpoxGE06d2eTKa68DpVhdX6dXlpBlSJHPf+H9D9YustAQbWZ8iK1Egu13zpI9q6Loq+4oKXcpHLJbo2eNbr3o5Xs6xTBK0QmNoZvSwvfq1oRwzKisLXz3uSHw67To3hOtvvNdvx0uWsNmnE/DuQAe//jHd524m6bp+mhMJhOklDzwwAOcOnWKuq596fDpdPa9glchehxiFaioWBQhN6gsS1ZXVwG/h0RFYD40LCaDx0pKMMsBBDpFJnpG5veYPJ81xY1hWtGzrpTqqs2Nx+POeDZfRWu/iLnLueCFmPtJrDcTlQk5/56Y/3O232NIcCiIYgXG+qpSbetDuHFeRvPKVVQ2vKIRoy6sc6FpM7S6xWjNxuaUEye3uezSZW90wPrPxfmCP5hgzPEK0oLot0f93e/AzSdQuy4yJaaZGwRWSKzMIchKmSrIB4K+EvScY6lTSA2YBtdOMNMdms0TtFXFZHsbh0RmfayDad0iZYZp1hFSsj32FR6Fsr4poj2KGZSMJ1NarcnzAVlWkGd9sqxAiAIhc++Rxxu7nSpB5pBl3aicT8G4GKPARSoaPpwpjKfX0mO1Jm1COcm5IXcx4cbhE5m9Rd0ai9E2hME4b6ERkGc+uVGKsNBKFbTdNoRjtF0SNw7qaorRLRtnzjCdTlhbP0LZ92U7YyUdwFs2pfIKo3AIF6zvzlvqvYVIIVWGUnm4sfwqaK0vAmvF7vChi0NrGzwZ8+Njg1DUdhYeIURw9eFDIILC5JPmM4oixxiJNnQLUZb7hHqHn9QEjdoGT5IkmNMdOGICnyEGlQnhkMpbgWPDpdlJgkNirQmLghd0lBSgfAUJK7zvwlnRjamPYHPhUAfbiJumDXHX1ledEpJ+WSKFYHk4ZNDvo6ua7Y0NdrZ3mE6nTKc1Kt+m7PUpe30uP3aMMi98U66i6JK+T5w4wd13383W1hb33Xdf53aPddOBLi42JoeDnzP9fp+yKELHeedruFtNL1coWdDv+U0qdgWPgmnTTDlzZhO/KHlFKiYpRutOnvseE71y6UBjN4/Y89vuRWTm+o6KvzEaq6dsb29x4sETbG5tokPibKsN2ztj7rnnXibTKZdffillrijyEjlw1Ds7KARog5Ya12sxKke3DTjHZDT241IUqCyjLHq4vr9PplWN0CAaR20ErQaVD1hdX2Zl7XKWVo+R94Yg+1ihsHjvp409CHy2877HytqZ1y4utjaUdCSGtGQKJXPqqmanbdiYjDk9HjFqG1os0hqEbtHOl/hWUiBVFtajYF4L/czsXOU2gehCTdycgSKGBERvy7wFVUnf8FCFUE+BN5AZ7ZtuVtWUUWWZ1JaNHUNrKlpjMUjfTV0osBJjfVhidYCyys45bFNhbYuwGiUcqyvLoCumJ09QaYOuakytaa0BpYL3KaxhxtFqS922vkMwAqlyit4QZ7RvJqh8TowQgkwJhPSd7ZUUWOM9PnWlsc6iGy/gFWXmm4gFwTsaC4QDK33YrLO+apyxDr29xUT7nD9VlFx67Bj9sqA3GLKytu7nV5elfXEb77norMB4Ycl7JkKkgBRB2ZjtvQ6H7sJF/UMp2RkCg/9hQdEQUnoFTQhvYI56RfhPJxw67w1y4TjeAeuIykr3nvlrz7znLygtYQ+YrTh77cidYewAltOYMxF7WsQYeKUUx44dC/tn0ZUnt9Z2oUldd+tQ4Sm+NnrD57t5R0VjvsLVfGn0qHTEY0e01rRt2zUJjEampmmYTCZdwvpuT0ZMLAe6nk2xOaHW+iGrLV4oi56LmWF1pmjO8i/mGyLHORu9Z91r517nx2F2j2PCOmH8fucVZ998z2sdfj3M8gyE34N9eDsYB4RCKdPKsLU9ZWdnws54TJlBLwOs8c2KbQhd6r5HUABcVLTPHSp0QWMWjytm4YqzJruCmAgPDicMVhhwLc62SKlQznsXZIjecdZhrKCeVpgpNNOWtmlpmgohFLn0VUMz6ZDKItEokXF0bQlrLRvbG+im9Ub8FrKsj8oEmSoRMkOQYUwMsYz7iEQoLwMjZZDnHlrJWMzFPj8XrWhkynsZ4ubXNq0XRpwOHyyJ9Z/nL4UEnFCYYNHX2vg+GdYG661i0Cu7CRctDLGHgzEa3TZe0bB+EMYjvxk2dR1iLwtUSLaUsWQnFkLzFt9lMZQodGEhJcZO5jggz31TuhhvaG2I8RPqQBUxdNtgy1kFIhGVLuvQtEhrgAwhFLMu4X7hVZnX8Msix9oexhpaLSmLgrIsUJkgz6UPedA2bNbWdwQ23iIdl3Z/3SwOjU/C8t/VWw9kCGmcrwjir5/R0Da2W6CtCgn1KljJnAgdaH2FHC8YxXChg23AdT2lDjGqqys+TG5luESZF6yvrtLv9anHY061LePxmKquaSy01qHyHJXlNHXNcDjs6qWPx2NOnjzJPffcw/vf/35GoxEbGxtIKRkMBuR5zvKy/6z19TWKoui6zvp4WcdwaRk55yqvplNaLCvDHpkasLQ05OiRI53CEhfi6XTKAw884MdGCNbWVllbW4Nw3UBQlj36/SEry+sHGrsLJ17rmUdNCNB1QzvZ4dTpU9zzqU+yvXmmC3msG83pjU0mf/f3XHr8KEvDAUfXV/m8a6/0nojtHRqpUM5vspnwIUPT8QijNdub24xGY45cfjmDssewP6RQORtb24wnI6wwWNFihU/8LocrrK3dwCXHrmf9kuuxKqcl8/1jouGj8xZ6S/d+sdaF/KfZ3NXOK+cyCBBSZWR5wWRnh9OjESe2t7h/ayPY0BSYFuEs2vpSrk5KpPXlV1EqhHf6MTdGh3AeXz0lVkbCORy+kd0sCdxb6aM3NFPKW6IFPoxSiZDQD00Dzhp2JjVntjfYnmge3KzJCslwRTJEkpU+MV9ri7YtW1vbTA9QdQpn0dUIaxqEa8iF4ZJLjjDsZZz6+MfZan3sfD2pAYVTfrMFh3UGbSx1q5nWja8IiEBkJYPlNd/p3vm1szYahUUVEqEyb2SSEqs1WhsQNdZZqjp6NiSFVKjMe9eMdTRNixF+7BvtFZO2qWlcQz2aMDUn2dzY5MyZDa697jqWeiVrRy9haWkZmbEwxy5m4z0XUQf1P2dhIN6uM1tJHbaz6hoT8iODUJVnGWVedEU5ZoZbn7Onsoz+cOC91sqffxTwsyA8KhXDdsOqIOYUhTkBpPvOYfmYL8BC/OyLwBwgQSjLMnq9XieYR4VjMBhwww03cOmll7K6usr29nYnsMc8i9gjYz70KX4/51yngAwGAy699FKALrR2EvIF50OYondiPqZ9e3vbNyoNSeHxPdGzvry83HUkX1lZ6aogzitQW1tbnbd9dXWVa6+99tA8Gns8GWf7Xbo5pSJ+1+DpmHudn2vz3o3gEkGFRGTbKRogUHnm8zS8v43oSS9LXwK8qksQjrq1CO0jNKwTjMYtp07tcPr0NhsbA1YGeWjWaoJb22cfhG/pr6md5W0cVNHoxo8YVgjCLRrxvOJmccKGhso1wtRIUfgm0EIhZR+cxCJptGAy2sFMoR416Laiqia+gmiW+dLcSvm+aq6lUJLLLrsEBOxsn6KqJlSVRmawtLRCnpeAAifQbZARQ6JZpiQqlNqVMsdI5RsJnkPJ2G8o1UWWt5257a01ndUvCqRxks2XrRMiJCuJGKIju/ravrGNvxGzLGMwGOA7NNfsjke2zntAvFXAdJ8bLXvWWkbjMTLLWFI5PZXFntbeWhYsNKJTNvxUiC7oLPOacxTEERohYsk6P7i63X+5zPnk0sXKH0CIQYzVtpz1ibj+uzmk9A+VQVEorBNkufAVujJfTcXFYqXCT/TYy8JaH3bmQvdv3xnTV9si3NZR04fYK8V7OazzkxMnu1KZfqPxSoZ3v8vg1gyJyyKolS5ORofjYH00lJChVrbgyNoaZVmw1BtSZDnDXp88L1AInLGhBnWOyjN6SpEXBVlRoIRkZ3Mb3bQ4bZiMxxit6fd6XH/99UynUzY3N2fzVkrfcTRT5LlPIFRShfLJmV9w1SxBt9fvY6qJ99ZZR2ss4/GEjY0NtIVp1dDr9Rn0B4x2dphMJl5xz4sFy3mXzB6Ou75+9EBjF1kUgOJCKLrfECLKIswWSUvT1oxGXvCvplMvmNnoffNhh1WtGY0qHjhxCqsNj7jymA8LCm7k4Bn3yr/04+n/7efReDSmbr31yRc4iBGuXgBtWstUV8gS8mIZlQ+wFDiXdZ1U/Uyzfsc7jM0jGqpDXHAU/Cwhec5aJlojnOTMpOLk9ohR1dBqi1ACIYOZI4QNylCaOua2ge9jY7UNIU8xF8PH3/ukbkD6+zNTdCUNwZEpH1LVK32RCWwFzhsMpAyeHRusaBi/yUmLUJY8g16pWFsastLvk8s8hEc2WK3JMehuc754TFvTTjbR9QTbTrFW00x2MNWUXArKomBDa3YmY7QRGCeC4iUxwosZzhG82xIlFGW/R1H2aIVAZDnWaJq6QTnIjINGs7k18qGgOB8jKxVZLijCdeyVvrCBmpk3sS7Y593ctXVB0Qwho201ZbKzzfbGGU4dP46zlrVLL6Xo9ekv53HT2/d4zdM2FUb7EM9oWVTK/9uGLsE+R8pXQ2pDvL611oe8GU2RF760bzDw+ZtDdIp4XhQsLS+hsoyi70MOdfCO+NApv7cIKcKaJygKX3ylVxRkalY1yOsYM6UiJpfGj71YDlreNnoVYo7GdDrtqgdGZSF2/I4ySAyjjcbNKLjPV4yKY1zXNVdddVUXZjWfi9Hr9bpcu/mCDfH9MXdkOvWl2WOietu2nZcietvj94gdwvM8p2kaqqqiaZruuzZN03lIDsKCYiHE3E8x552YeSl8yyzR/d79W4ju3vIhU/FYwd8WBNxOzmeuSpqUlGVBr1eytr7KYDDwY2l9FUMpBXZcY23rzaRW0DSW6bTxlQurin7mcEZ5+cdor3yHNgc+jkNihASjEdb3U+MAKS5zSwkwv6vOXiEAhcTZUKnQekO3NAbnapAWpDegG+Mw1Ta62sC2I3xhxozeYBkphW9qHYxcUqpOQfNytGR1dZ2iN6ToryLyIWRDyAtiLzMhHDJzOOevhVCZ78mRee+mFYt7527PxUyufxirTvnyhw2xsZ2PvzedwD6vZERFwBvvZNdECbxQ6t35lc8vKHLKomBtbZWqqhiNdjprRDyW7xDub7LJtOpiGqOLNMtzyjNnqFqNKPqoojdTMEQWFB7fGVIKXwY3KijRxZlb36HYOoPW4WY3xm9Gdtbxcz+oECc8qxgCsUOlj0F0Pn5bek3IOTmrviV9oy1fe1kBPvwiVq7y1gEftqak7JQAn+DeouRM0RBYnHA4dBeCFps84Xy5Wy8c+Ufs5VHXmqYJY66k95YEa4GQ3jNijP9uRZYRF5CZhWL/ZDLnikuO0CsKjl1yhH6vpMhKlIix677ij9aWTGTIPKM3HFL0B76kZ7ByPfjAA/TKktFw6EN/2pbV1VW++Iu/uKssUtc1Z86c8YnesbmSi0lqfp6Y3HYbl7eYDZFCsKNbqrah1paqMZw+c4bGOvIHHyTLS44cuYRLLznGxsYm25ubFGXJ0rK/F3zTw1kcg1KKfn/A1Vddf6CxOxsLC2HcGERnuwxP+Os/nY44depBNs6cZntnh2o69d4yJ3yyrDFUkwbrRvzjP36S8eVjnvDoR6LKPITuzYoJCKlQCMqeDwGqmgZtDKdPbdBaS7/Xo8wL2tZ7IREZiIJpXXFqc0q5JOgNj5KVaxh6WKfQRDnKAdIL5s51YYn7HiOhQi1yhyy8aS4KsbXRaGvZqRtaYblvY4v7HjzNZu0VpkIKciW7potS5uSqIJMZufJCjMMnQtaND+1Y6pc+5EWpEI1jgsfL9yDIMxEEP78m5FmJlIrBoEeR57TaJ38T8tp8yJHvtGOlxkqDUwaVWfo9WF0quPqSIwwHPXqiRLsWXVfYtqJPixT7N6roasz2Zz7JdGeLdrQdhF9fqKInJcvDPvc0Fae2NhjVhqq15GWPrCiD8STz5Wd7RTBaSJaWV+kvrSCrKZOqQtcV09agjENmGtFqNnd8l+FekZMpxfJg2ZdSL0oEguGgR5YpdNPgjO5CJ4zz6lu0xlvAhNAk0xqm4xHOWHLn+GSRMx2PWLnkUpZWVymXlruwpIOJep7peEwvdKWOG7nK/DoTE2JPnHiA7e1tdoLBwuObmTV1Rb/s0e/1kEKgQugUTqC1oapryrJk/cg6Ra/H6vo6DpjWU5y/WREI8iIPhhDfKG5lZYWyKDiyvka/3wt5IzOPR7zZrIsx6uGsLvImPCxFY3t7m6qqOoUD6HIvtNaMx2Occ10VwZhkHUOlotIRn6uqiu3tba6++mquv/56lpaWWFpaIiZuCyG6srlRORiPx7RtS1VVnTIxGo26c4sKyDQUDTlx4gSbm5tceumlVFXFsWPHWF9f7/IDY3J77OkEMJ1OO6PUQRDENgSzXitd2JMQwbAWvabMFIwFRSOEW3VKqJjbV6AL7nMulOEOXo7wHikVw+GApaUBV111BaurK6Hvlzci5blCmw20bnFWoDVMpy07SrOzM2G0M6KvLGaY+YqHRnflbbtqmihaCUI0yFCtD3mgjYIog8Q8ublBBRGUDCcQBp9/aRTKSWhasC1O+rK22vj2CvVoi3rnOAJLlguk7DNYHvpxcK673lL6/UKp0FsFweWXX4Vxkolcxogc11vCZTnRrSl6Qa+aD/cU4JA+2iiG0rCoZMwrGPPn8bCETvna+HMejbkFJVZGma/AEJUFP+ZxIoq5E3Rd+Ii3QvjSorOqUDMLL4KQIBQtfrIT9GRQYpq6RsgRO1ubWGspej0ff6ycz7gPgyicRVizcPyuklLnZg63h43PX/yiOc/Cd+mOHl3js0oNvsuRnP1d+lAubx22QUGI/RFE8A5ZH7qGwKJotWU6lSEPpiZT3juhgro9X/s5ThTbjUfw6ASfT4x31q2mbTQqU2QIr3m54HUJ36XVDiW9LXoWm3iwuFuA9fV11lfXKPOMssjJpES4WAHLRzLHhoLxo5TyMbb9fp/BcIjRmlZryqIgz3I/no3rLE0zT53v6dK2uispGJUxExf4MD+N1ri5MMGonNRNQ1U3jMZjjBCIUOGhmlZMJ1Mmk4rRaMTQLbG07DsPd7NCihi1R1kW3iV6SHSLQvRAdp8rFn6AD6cD710cjXaYVD6pTMeGlnOlouO9YYIV2IWu89oYWmP8AhYtg2ExtdZQB0Wjbg06jLNuDU1raLXFKrBK0GofuiizgrI3IMt9t1RfNG7egzFXhvGAY9Vqn/PgNw8HUmClX4inbUNrLCPXUlvJqKponPUhKbJHXiryQnXVxmKfjfg/whkvJOrG9cG/oUvoVip+Q4MzPoHSr6X+PjTGoKXw18R5Y0irLXWtqRrtxxEQypcWlzJDScfq8oDVpSF5nqFbTV03jMYTbNNQ5ArhDhD3bSrq8Q7TnU3GZ06j24Ys914hXw+/ptf3se7t1ohaV+E+9BZgYUyXvyeCbyuW8nY4sjynNRptQ2+kugXnaFpfcaXRllwppPAd04uQ+A2+bHiQu0NqqvClgZ1v4qqtozGGOsy5Xpl5D6ZwGNMynYwYj3bY3tpEZBlHbfSiHcKkg+6GctaEtczRNN6oN5lMaNqGzZDgvDMaMZ1OujA6Zw1CSbQ1TOvaG8na1lsuESFkWdPoFlnkFG2DDkKeMV4Yl2E/1tZ4723beuOV8E3UZK6oddPluSip5pLQF8PIvNczeu8Xf+792tErcnDPUFzHjTFdpalo9Z/vkTRfzjwmYEelYj6Ru5MNmJVBjx6Nqqo4ffo0QghWV1cX8jJiEnf0qkSFZzHiY5Zn5aM5GsbjMZubm10oWK/X65LXt7e3u3NRSjEKJbwPmqex15Mx++lDowRShmaf4drv9WiIOe94nAui2x9caDvgGxaHfj1BUHc+HrLbs48eOcL6kTWk9OPS7/d8ewBiZU7beUVC4MTs80MYoeteZ7r1NXq+XSiS45w7hPt2to/O/uWN6jjXJaEr/LlI2yJ0E6pTNr7JpZTeUmQaFA1l7vdoqQo/njEsz9rFXldSIZTy/UGERMoCUGRyAKIE0cOKjNjEMP4vJON2epKXHek8TrN5cX6PxsOiaOi2weShU3KIC435FDFZat6j0YUdOWaCrZRI5637YU8NC4BmY2MDmNXTjolQ8YvlRQFC0rQtUtruM2Ns5Xg8YjQeU7ctZa/PkUsuY3l5hazokWWFF6CtBWdwwYvgFipGhEXehbpJwcXXSVMHsLbMqjXJziIQH1kWL5bBYTrBVCjvfbFO46zGOp9wb6wI1ksRXOIWYzUOiSWjbmBjY+o9E7ahyAVmtUQRN9wYuyt892EIG7vu6u+H6vLetdtYptOa6bTyVZBKgRPeM+KvvcBaH8MupQ3VXWaWjwMWneIR1z+SY2tLKOFwbYWzvoeHsw5tw0IWSmKEYqzkecFwMGRtbZ21tTW/6FcVWXCdjyYCNx7TtrrrxlrX3v06Ho+pm4atnVHXf0TgS08qKVlZXgl9EPwCa0JFtapuGE8qtkcTQDBuarLNM9R1S1039HsD+v0l8rygKHtccsllXHLpUa+muTg3gifIOpaWBjz65s872OCdk7MvENHL5pPlDOPxDicefICNzTNMqoq2aWhNjHGNcoEP9THGX2vjBMbCtPHfOyoYddNgtKaeTtDaW/i0MTTGoa1jIioEgqa1tMbhVB+nGjQFyJKit8Ty2lHK/hImdF31gcDhRo2WtPN8vwtl0tRd/542uJSNBItja1JRNS2nK82oMYzalsoaev2S5XKJLJeoXDCd1Ag3xVmJsRLpQjCLcMjws4heyVC22SmBwOdfKSl8yBSOqmrQxuceOOcYOMhzi1DBAOQ0DsvWaMJoNGFaa6pak+UledFD5ZLlLFawy1kdLnPVZZfSaM3G5haj0Q4nHjxJhuOa1SVcuX/BxTbbjE8fZ/Pkg5z49KepqonfaeRMMFhfW2F5eRXzqfu9QmSMT97GK6mtsdStQQlLJhVt09DUU5yActCnsYba+pLkZtpiraNuGgRQ5opcKdrWUuY5a8MhZe5DnKSYlXkVQdmw2uKCclsbx7RtGbeapeVlVldWg/HBYNqarY3TyCLn/vvvo7WWK69/BLH5arDiHAiBwxmNdcHy6xyjqVcw7v30p72g6XxhgO2dbabTCb1+j6IsKcucol+im5bJZMRkNGZ7cxPx/yfuz58kSbI7T+yjlx1+xJFZlVVdDaCBwQy4pAh3liL8//8AygpXSO7MEBAZzAB9VFVmRkaEH3bpxR+eqrlHVjWmK6N7aS3RmRkV4Ye5mep773shbmdKG3GObFuG4DHWYB4fMMbQtYKQNZWutvruy3lqT0ectZzmga4T9M0oRd+0NNbRuZbWCQqyDhypSLC52mP/jzkqEvHjjz9yOBzo+x5r7boPD8PA8/Mz5/OZYRjW4WalMl0H9PV9z3a75d27d6SUVrvz2sj84z/+I8YY3r17t9rTKqU4Ho+cTqc1X6NSni4UajlPFUWpRiQpJc7nM58+feLHH3+k73v2e8mIqmiGc455nun7nru7O7bb7avOl1ggf45oCC37gmSIjfaq36kNyU/s/0VrIPVT1eTKYFDcKyGEMmQuvCX5XAzbzYa7uzv+3d//Hd98846UhIL2u9/9K4fDM5mE9xMxKFIsetBEoUyL+1pFM1IIpbkJpRnJUmHliEoRnWuK+J/nyJR8EyWvQxW9kVHFNjpHVPYkP5LnEzkupDjLsNJoVAqo6GnUjN0oEpagO1LW+Cwp6ahIVpmQElkpOidGKihTXFI7tG5w7i1ab0hKE1BCnyWTCCQSqPLei0ZXZYXOdRT2kgD2OU3qlzYZ8IsD+/JnX5//N9YLcH1B6eVk4/pnTFG6y5SYMkG40K7EyaoE6sXL49eTcK3T0LqYmCnFOFhiCLRNi8rgmgXXtEXkXNtgEXoquOJl1sqpNEn58j6vAcAvOnJ1YKphgcJ5FAiqdJh1cS7vMZWJVs5yHlKuicuq9DxSlKTy2DGKU8s4JZ6fhfbTOEBpUm5Kg5iuCDKXcK7ag8lUQJeh9qXxWlGQUnzlMhVEVZ4ztT4tVq617hNqwquOLOYBWWVSyVJJtTBbMxPktbqmlQCbpkEbjfee4+kklsAhkpVQERa/cB4GDscj79+/XzeCZVk4HA4i8jsPK5VMnLAVzlj2212Z4Mk5jDHhS7r8ioqpmtUhjhHTPK1TNusammWm6zvGaWBZtgUhFOs7UMLzV/nPYm/7x4+XV/T6mVEQruiZl5nzcFp5w/Jz1dFNgdKr/ijGJPdpGYOp8lURDZmpSLG+kvPy5TaThlEmy96L64jYl1qcKbkoTSP0wXJtXaMwl3/WPJ8vv2OHaSJoeZ9LktcbdCZmOM0Lkw8Mi2fyiaTAOkPbNfSbVt6dKhPQes642owLelnuNBk2lCwHV1yRKPkYvtxUvmSJLEWfhp6xQSbxzllQIqCc58g0R+YlsvhEzCJEt04GMl3bcbPZ07oWlNBpjueB40m+nIapb366vP+Cw08j83RmmQaWZWKZZ1KQQMFY3GKgIWNlWKU0JTqCrFTxnY+EJGtQKmjGNE2y3igJ3ZNPuk6v07ruxCRraogJrQRlJGemcSri6YWUI8aV4D8LBsMUvfC/o+gBl0XQSVWm/pQ/hZcfSiL7ZX/4sxy5XrtyMaucZSo+jSL+zhlrxYLcjFLAN03LZrulbRvazjEPoj/Q00TiosHTBanWORFrqG0Mct61FtSuvIx1H8+X+zwrzew9qboPAfM047Rh03b0TUnWLvaY17qIi7kL6yKj1rd8YRX4V+ggr19327ar41RN3W4LJQ3g06dPPD8/r3Sp7XbLdrtdh005Zx4eHtaBqSqITkUOqjYjFgpufW64DBWfnp5W8Xala1UkZVmWF1Pia7vi+tjVfrdSr2qdUwe61fq2hgS+7rx9/lWDfy+ohtaVXqVXmtX1mibvRVbfXHScqdQDIaRSY2RpDkrxUC+xanHbtA19L9S/vmtXx8nGidW7EfEfdXWXYYwRZyWri0TvYmaTcw3uy+vAe90nsmglXmeD/tmxoiZCXydF0SuqjPJn8DPZn8j+jDjvRFK2pKRJWZNxQpG1glpnZKCZsgISKov/m8q+MHuE3r/MM1oHbNOgjEY7+fxiQW1iCsQUiZK4gbZCgb9WZGQl52PdN68ajM9pVH9RRKM2GOryOrjoDDJKXfQOK52k8JThUozCxYrOWlmIcop4L+4g1UUjBrmRx2kiZ7C2XfUEOWfZwFJiKB+ucFkV0zhgjGEeBrp+S9dtadp+XfwqLcRau4b0bLdbqvApp0SOAUXloariT//lE5kQL+nQshAptI6oIjBdPy8lxYkioaK6+n4mJC/0guLspJTCKHFxSEkxz5GPnyaOp5l//u8PKK149/WW3bYlpB6TFWGRBalx4swVS7MWAsSoaJzFWk0KCCKSY8lHQfIQgBDTxaITRao0S2RhWYKEh6UiZg3+dRqNYRxxqjQ7MVDjZcpcSIr6Yil2f3PD/vYW0zRo53g6PDP8+AOu+KP3/YasFIfjge+//54f3//If/rP/3mlT61UqpSY/UJMpVBJCR0zXdPwq6++pisiqqQUi18Yy9SqpoYLFC6T2nE8czqf0PqM0VUvZAhx4f7NG5yzLH5GaWjby0QMoN/8eawL/4fH1XBAKcQibxp4fn7kx/c/cDpWyF5hrBEIPINCY53oNaZJpuhZW5R1mLZBp0CYB0IKRJVJGpKR8LhY4Nq1tCqNdaX+OKNwraNpN5juls1ux2bXo61DqWo8IN1vVQTptZ15XfH3/acHNtselGIu86AF8S95PAuiMfgo2pJdz7Zrubvfsb/ZMQwD5/NAyhnvY1k7anCanGNzZQihlcIV//ht38o5mBdSTixJaDNLCGL7O0o+gB5mlBbdgdyzIg5/PnpOZ8/iE4vPoDxZJd7cN7x9c8PXb9/yd7/5DeMw8/HDI4dh5F/+8APH45Hf//CR1mq25mJT+SXH+fkDp8f3HJ8+MJ6PTNPClDwhRU6HM37xuGaHMQ3LuGDQ2MaCsbWiYZw9jAvBL4RpZhpHnj49iFOXVszer6iEFHwyhFEosnOkrFi8DCWOKWGVWEZKUZIxGpq7W9q2oWkMFsMYnvGDZ5oj52EmJJh9oO87djtxnLNOXF+8F8enUlbBn4OBAVKY5BKfpcVN7fD8xNPxyOID2hp2Nzd0bcsSPIv33L19w1dff0XbNbRdy/H5wPPjo+QKPD/JdlfQ3lioaIEklrUpojCYVlgByVckwlyKCKXQTYt2hvMykeZEWGZZ67zAmDebLbtOErU33WWvrUYZxhiagirBy3N1TSUaxoHXHJVdcXt7u2ZhLMvCN998w+3t7ZqJUXURNTfj7//+7/m7v/s7TqcTz8/P/OM//iPff//9isLUcLzdbrfSsOpecR3iWlO953nmn//5n3n//j3zPK9NSUUlrrWhFdW4Pg9VOP7w8LDWKW3bstvtaJqG3W5HzplpmlZr3FedN3PJvbj8mcVNqqwHxtQ1rCbWX0wBgFVLm0t9sjYZMTPPgiqkXBsUd4U8l5iE7LjZ73hzf8fd7Z7bmx2H5wMxwKbruNlucdZBKgHBWtK3NxtL31m6rrArSOtgllLsg7iN5szqjqmyhmzk689xZGkoqk4pzjMpBgIzOnvS9AD+CPMZ5SeMabDGCQMgO7LqQDcS9dAo0Y7lTCKhckSrjDNCbY/LiMqJFGR/GA8nFIrdDbhmg+tmtHaELHbA8yyoqE/SfPTbDdZ2ZbBTXvzaiV3e0uf6jC9pMuCXNhpKXTrEdUOXC+XSQdaveuZrx1Q6R1VG4aU7F1FkKDzZtN686+NQnWsKXStf/u1DEGpLXbx0mbBGgczmaZQOOuZid1i66GLFVpsWXRaJ9X3UxkletsBxfxbUt3aL6ifflbOV10Ysk1f73YvV7oWqshaj0uiucOQ0BobBMwyTTPRDS0x2dVOpD5lz1XcUelh5bTVNVgog4RdqVUToqjjllM+xfp66cNCNMoJoJIrFW6FgvRIyPzwfaNSNFGtZEsxt4YnWyXouXWxIoiNYxpE4jRyPJ07nk+RSNI3Qd3LicDxyHoT3ej0VqtdfytJopCQ2kpmMy5qYbOEm69XyMZVcidq0oQosXmDd1a0tZZJO5bxo5nlav6ZpQilVnEsKqnGFMPwlj88nOkpRkERPiNU+s2TklAlWLlQMRZmOUqdVcl/6IEhGzALzhlQTYC8Tn0L4hfj5uqGFd27MaiHrug7XNMVYoqw55BU5qGvNlTSIC2P2lx9TjKRlkYXYarKW0LiQJZxvTmUFVLLuKAMpR3xYZEH3Xtac8hLqBPD6dRkN1tiixZDrORU+sSCXqaA+CpRFmYyxGZSleDOtqFAsa0NMmRAyIUJIZYChFc423O5v2PQ9Wil88Dw8PfL4/MzhdOY8TCwhopVk8bwGgxTP94S1ir7rxFErStM9DZ7gE34JLAhyUBEtdYUgC52nwStQUbR+IcZ1XSGn1fK1bewadCrnVV3pXiRXI1Ydi0rkkIgqMy9eDB6cUBZjliGKD5ElBFik4hJRcPn+UtaJUO6JygX7M7GCnh8fUDlJyKA2xCxuiuM4itZGKdHUwKqBzEVDJ285scxz0UEJWiS3bdEylvvJuqbsl3Vwl0hRtBoKhc1WeN/1KKGdRhtM4cAppcgxr6yFVCfIdSAJgsYHDynia87WVbORufw+ZXj42uNC+9FrI1FF2tXOtqITzrmVHnVzc1OQ2UjXdS/ErhcGxsUl6fM/rxGK6mRVaVMXd84L4lEfv1Khrl8/8KLJqa+5BvRV2nilpVX9x2vOmXox7medHtYBbDWzqXpbCnJRnSpjyUer67g0FhCLUUVtPpVS6CIYrTVWbVwa53DO4v0lW2QYBnKKOGuxRuy8IwmVM85pus7RNkbMc7SY1OSXs/oX6HZ97erFd/9ch6rAZ5EJ1CBj2S+zNqCF5oQ2YJwE55kWpRxZt5Q+SIwZUii0plgG9cXIqDJzSlFX/QiJnhxmVDhLjFQqH0KYUSEIhVJJOKmh6GRQZf19eU1z9Xm9ttn4RY2GNhYfPCkGNKUILcVHFRMDZZp7aQjyeuIVKokPhtYWbQ0xiPhJNg1xkJpmKbqcc/KzRpNi5DwNxJjKdC9yKvZw1XpPW5lsxiIGen5+ImdF0/W4ppWLtCwuTdNgjXBSm6ah7TpSEl5nzhJGRs5r0ipls/nio4QESlrrZZK53shaSTGW09pgXHQu5VAAZk3CrXdzzuAXGIbAx48Dz4eBj58OOGe4f9PRthYfwFqIWUuQVxJOXiy5GVBT0E0JFitIldFgM13r0MYxLoFh9mtRY7QRG1ilcdoSY2bwHlAY7dAGonrFeQP+yz/9I//w7/4dfddiSuOzKa4o6yZXxFDueCSkzOPxyPF85vlw4HA8rgv1drPh5vaW8/nMx08Pq5iu8mJjjGUCFViWSRq0ssne9Fu0gcYZusbilXxmfhGryXVz14LWzUuCGKTR9WFdwAXKTJzOOw6HJ/pNz8ePH4uPekfO9ooy9ZqS70856ouqf305UVuWmeBlAqe0LJgojTbiwR0LYikNZmbxgcPxTIgLwzIz+4XJCxKXC2c25ixNmrFoNGkp+ThlczLW0ZkW2/XYtqPf3bC9/5rd/oa2dZKbQUBWn7qE1eImr39/zfE4L/h5JCnF9u4GaxqybchKMTIz5FAC+zTagTaZ83jgND4zDQvT6JG9X6gG4limyusS4pg1ltudJKNXXVs1IFipEK4BbWiaHpSmaWVdXfyJGD3GyQ2RsqBE3ivmRYwZlgDWaox23N695T/8h38Qt6955of37/lf/7f/F4fTwI8PTwQfWOYg95Sxa77ClxzH5wfaVqFvem539+SkOc+ZxSdM/h0Hc+DH9w8cjgNRGSISpip2kxplIl3TcXNzwzIvTMMoZg5+QWVV6IURZ6Czlu6mJ6XMeZjKVDUWNFqaF6FMKnKrQBuGSe7vkKA9j3x19xa2DUOInKaZ4zhyPI+YaRaXqhhxbUtIgppk6/h6nojLLNSjFFDa/lkgjf/9//n/YHtzK+YltiWjOEwTPiX2d3c0XcvT09NavBpjGc4jMXwAZNoZloVlFiGyW6k+Cte0bLc7XNOw3e1IKTPOE2SNnz0KzzyOKCV7hbVWSjStQSeUyex3W1zjCMtCCpFlmAjzIvoMa4Wi5ygUjAxE0iLJ71MsjUZByyqJN6d67+crF60vOz7nk1dUY7/frzkV1whBFXzf3d3x7t27tZC/vb0tQauXxqWG+tWivBb79c9r6pT3fg3gq0OU+jN1X6+NQmVVVMF4fb66JrRt+yKlvD5/13X0fY9zbqVZfelRgMQyJLuys72yp60ypJKGKoPPREGyF4KPBB9RyqJwhTprynpWfxdhwai00q4UYKzFNY7NdkvXdbx//5Hn5yd+99vfcjqdiCHS9x2bvmPbd6RpIKaF/WbHt1/tuL1p6TuNQdxRc6pD2vJVKIBK5VKzFtOV/MtsWv/No8x9azPWNA06WxQGTSTqSPKOpBuSHtCuLV9bjNuRlJX08CTWvDkG1DyiUyCHTM6BmGdhmcRFfi4FNIreOhkSL2eSH6FLqNiQg6C9OmhMUjTNFm17nFqwOEJShKJ1VCst7XI+Pm8sPv/en3r8okYj5eLVnQJO18/PFHmB8N8rveLS1ZbOsowaawlQb6aoIEYv00FthEeW5CLUUVIktdFYJX7pSqfi419vAplqx5zwQXho9YOu2gW1yONkKzaiRuuyEV0l6xpxejKlgFdaX7h+5AsU94VHnYYoVVGDz+gda31UHUxUuQkueEdFMmrDcl1cSTGbmCbPPAdCyEUDcuFDroiKevHM6/fXTrz+t3WaceGGGi12mwmZHBqtC7ogvM2cWLtmrUxpRl837hNPewnySqXBDcZQyzYoAYUkzsOAT4nD4cjhfL6I8a4gbtvIwlztD+d5Zp7nVeAXSkIwSRzKshJuc4yS8Fy/fAZfCrdpmlj8UihYlYZ1meyAKhuqFNp1M5qLM8k0jZJ+GoOcR2y5Tl516l4c60JR/73+l8t36pUSY2Be5hXtibGIrcvmUaEw4euako5ep1jFVeTK3janyySJGqZZhi1rW7AiaRoo/t5ojHXiNtW06yZX78v6LlZ3qJ+8ty87DuOCJ5IUpHbBxYxqAGXK+iOcYEldFcqmD6LVWby4lqUkxX9dB6U4MSt1SlCM6u5WtAbV0avs6lrbkuNRvrQ8ltGiKbNGKA1ELfeekRA/YzVN1mgjgZXOulIUzDw9PfLw6ZHn41GQjEX0XM5aGleCT19BnSJn2q7B6YzOW3Iy+LyQcqBpOppmkam6XVDKSipugU5j2WSVtriS6GuMkSmlL1eqVmshq5XQPcXYQ9KDwyKaDKtER2XUxZlQpraCRvogzk7jsmDdwlKTyONl+qwKrFgpL8Mw0p7PHA/PHJ+fOT49EbY7dnuLNobXQhvRL8zjWe4xGyTkNhXEsKxN3nv8sly0USGwUJ2qxChDqF2FSlYeWwZ8kkK8moiEQFK65LlkcoxrIyAfZSppxRcXpopeK13cjpJMu1NB4kIIcn0XO3t5oOL+A+Qke1Cui1uui0B+leHK9VGL+9WV8koDAZf6oxbzVYhd94FKbbrWgF43E/Uxrr+ur5lqQVq1IvVxrvfTOvSsjUf9/fpc9fsVkakNSW1WqlbjxWDiS4+1CeAK0bhoMOrbVlTdreguYkjMs2eZZI8IvprrSEiyNkXTWX6HKjTP9doo1uFGY6wM6FwjaJsMM0V/tSazN5bGGawBYxKN03StfE9rhUo1xyVfkPpcKpzCxni5S1zoaq878lVtVU9fcQ/Fyrm0ndSd1STJOLIR5DDVGjOF4pTlIcpXip4YFlQlG68hJJehtC6D61BCZoOfQeVV+6KV1GlVX2ZTse3PShqvejqud85aYKm1T+NCuilskr8EojEtnuTPpODZdBZbOcdJoCzpciNaGyluc5leqEsBmwrKoYym61pinJjmszQEWa1FCoAPHmOM6Ce0ZoMmxsTxdGJZPCGJYG9ZPEvwnIYzMaWy8Rf7W2PwKWL9LG4/ztE4Q+v2dI2la524dZQJctM2qyAtxYAvU20fPT4sv+R0vTg2fSvTJSVTRqVKcZwjOYB8fLpsBoJ+xJLeTWnWpMFQa4FfucGRKFP1wfPwcOQ8LCxLLhNUAxhBkLSlXpy1iDW6CqkLfHYxfZTn1LrYAwuUr00Sx5HyobbO0ndONv4kfM5sRZDUuAYU+Pg6WHe72ZCyZgkirlY5y+vGrkLD+TwyL54Pnx5ZlsB5npmWBR/8amvbdh0hyUZ6Op14eHjgcDjwww8/rBuNUgpnLQbYaAlHHKK4+pynM4nI0/EZYzRTSCwh8uOPP/Lp8ZMsDDlxOp3ou27dO3PSKBwhlqI9SQ6NQMNPNI3jw4f3pBT4+t0bINO2zZ98E/8px4vCCXUFJtcGNJV/CQw7nc98+vCBx0+feHp+lvdWQoK0NmJ7vHiU0jSNqbd5eQRLzpYYJVE+hUyOWcwZFIzFTzykiA9ZHKTWCaEmq4akLFFbfAbX77j7+js2+zdgG6rD1cvRRRkIUNfD19F//umHB2JJ9uyPYo/Z9R3WWEwjm95+17PpHaqYOQzTxPP5TJgzYUmobEpBHAlaiuzdfoNWuTTs8mJjyJzHiZgzvojpte0kNLLpUcqQkyNnvd6ZzkZstmy3hqZRLKMnLIGbbSf35PaGfruXZi+JluPjwwN/+MP3/L//03/i09OBf/3Dj1LYJ2hdy7u3b9hveu5v71517Rmj+eq7bzAkVNoRg2b45x+YloHd/hZrW0LUdN0OnyBkWGLAx8Dj8xOPhye2u5si6jYY54gZsvZg5Dqp7hXaJLadZD3c77fkmMTEIURiWccb18pApBF9lHUNWRuGZSKGmRAVz8eB5+OZ8zwRYkQrRde2bLcburaFMm0/nU4cTicWH3h8+ES/3fH263f8n/+v/wtN12P16/IMeh0J45GYILkN2ThML7qAuQxGlmUmhigTdmOY5qUEtMY13CxGaTJE0M1abBkteSZ+lsbq+dMBYzSNttJcxoBCr045i19IZIZB44Onb8W9UGXQykj+iWvw08K4LKQYmKeBbdey23TrCEuVoNicBMGokJPWerUbTzHj/0yStGt72kpBunbErMX+siyiT/r97wFWO9rD4bCmjANrkX9tI1sf47rRWHUpXce33367WtBW/d61NqMmktdhjnOOGOOKktShV9d1bDYb2rZls9kgonkRh89Fp/pLpss/d1SWRWVaCInjymYfBVmT0fglEoLnfB4ZB0EyvI9QMm/EmSpTXRRlEFyaTMWq/xIKFWhjaNuebrNlf3fP7d0bdje3GKPpNltCTOy2G4zW3N9vOB0daVHolLi9sbx5s2HbN1ilZeof4gXbzkXRmRW6FMk+U6hHEVIgpS+v6y7D3trSX4a0soYa0KJNUrrD5ITqZ4gLMSz4KC6Ofjqvjbo4Zs2oGDGL2OCmecIoRdc5GVIXOElquYsMYJwmYVlYi2kSphVNY9PvUKbl+ThxPo/c6i1NU+2pZZCTuIQ4U96VNBkX0f7aZCguNPo/4fiFgX2RFMSqMidJ+SXn1fGnahukOC5cRoEvCg/3UhQoLZOouUz4yIVbt07/WP8ub02ttmrGGmxOuDLJkueMwjlNhSua0nrnpJSIKqJjIOqS9q0oKc9Cf1DlwjDodVoAuUw9YrFWel3nmy+fVPl32S9LOJeuPnLrz1yxCNdrWBo4VabkII/hfWLxkWWJJTmdtdlTJSNWvnL5tWt4rDyXutQXa5FcfiZdTZsqfKyVxjmDNUb0ByFCVhfBM5Uf/LpF0BgjE731s64JvoUPrKqmoIQrzcvKpa5c93gl3FvRhIJkVC917700cnWCpeu5Q94fUgz5II3tvERmL+mz4zBgiqalTh1lEq1XbUy1+ZPJhVA66vNP08A0bfDeY60tFLqKhnzZ8fmkrX4vl4Uxr+OrgmblvDqNBe+ZxglfsiDg0kioQv/L2sh9oateq7ifBZlC5fKz9drLqcCtWYGQL8ufVfFVMYryZ5k+a9vQtD3aNTJ9rSn3Vz+7XqmXuuoy0fqCY1giSWfpv7XHhYx1LVpDZxxNY+m7lk3XsIS55DoUu9Vrw7pa3JT1Ud5S5TgXXnMSlCsVGmCuvF6M/F1pmUIj1xMAaSGTscbgrCIZaaB139L1PZvtnn67Z5o84zjj/cLT0zOPzweeno+cToLyZSSV3DnDru/ZbXratnsVJOTalm5TPtnQEYKgiNaZdYLrGuHGp3KtaK0xhb5ZefLjNGGNwzW66H4iKFOScQtlxRpqW9mYkjbfOKLWLGUB66vQubw+Y0V0LhbtGZ8iyosOS1ySLEkhw4nqcobsKTEKmjANZ86HA58+fCjuPzPaWswrg9Maq1GxWIuXa9noQl/KqRiFqMs6peQ+jqWpEN1YcaZZp/bV/UyVvTuVzAiPn2eSNaQYV6SD4hgkp6+4B0VZr/ziMcqsWj4AsiparIIAx4SzlpiEXmmsRUeDyhI6qMrgKUOx0pXhVlIRZ/88wtxrvShAdfyr9rDXuRg1Qby6DVbxdtM0KxLhSnBhda36XAeyOmqV/1YpUX3fr81DRUrM9SD0CmW5HgbV733+uqtFbkVJaiDhaxuNyzBeXdCN+lrKN+o+EEJkWSRXyy+hIBsXTWv5BND6sqrnnC8ulch+KuaWVWtXn1AQc+danDNsNjtyAtfIPSjueYbNpkXnxGbbizWzsbIvZBGh1/Vf/q1lF8+KpAwRVVgWF23n6w+5v67xw7w+vux3aCs/pypjBkEvuLB/VPnvpuRpaS2DKL/MJUvDyR6gCypZWANLqLREGQQKn7doP4xD2RZlWjAS/py1Kfvj53RjMSwqFUJpMnJhxbDur6z151+g0RhOZ1ReZMFrnXSLtaCk3hhV6GTL5lhfTF6FjopM11jc3S1aJ6bhgA+BaZpLwf2yMFqWBW0Mzgik1rUWaxU5bQihFtaJYWjxITCO83ojVhcgpdQKJ282mxJIpGj7FuespIUrxE4zG5JzRK3QBHFQiBHzCnQy+ABJUtSVatFGs3iZuiyzBAT1XY9zDUmJaFErhcWIiwJJdK/5cklUXt0yex4fzzw/DZyOM9MSiFGVVG+DtE8WrSySOi5J4rl0w4KiFFi3FEfVLSwGsfSMy0JKnqZtudnvcU60LSoLY34eZw7jCa0aWtfLzZCNWD+/JvwLsNYJbSrX9yxhcEpJeJemhOUFcbaJWRpJY414YWopZmszsSwiNHt8fOR4PPL8/CzvN8ZVlKuNJApnlRmKc8UUApHMcTxjG8fpPDNNCx8+fuDh4YFN19A6yzAMjBtxdTC2IQQIAaZJpkDGSoM2L57n5yeUVux+3JFy5NfHX5FSoO9akrGk9Do06PNj5Vuu9+WlDVSASglSYDie+Pj+PfM00bUdwUMoOQUoQQqtdoL6TZM8NrIJPT0f8b4rgWnQ2oGQFX6aSCkKgpENWju01QS/sCRpAHVWZBJJRYzZoW1Pu7llf/8NTX+LT1rg79pQ5DrkkOPK3+5Pnrb83PHkhaaHUvgUaa3mzf2G/WbDu3d3bLcddzcdfWf57fe/5/HpxDjOTD6hk0FpK0hO2QCUDoQgqKhWSBOTEn6OhSIgOgsRYmsyVqwXl4jRiv2ml3Rx28ok02timth0maYBEyNBJb5+9y33b7/C2BZtG/71X3/Ph/ffczpNfHo+cTgNfHw6MS0LSYld881my91+z7/7q1+z2/R8fX/7Kj3aV99+y80myz0zavKS2NzvSEaByTSj5XA6siwzwzIwTTO2FXeifYooYzgcz/z+D99jm462k3V+Xjy7Xc/uZlvcZhpIIn7ORrO14ph3e7slp8zpcIYMb77+CucaPjw+Mi0Lu+0WZS3ttJFgzvHMeRrpuo797Y4YRUPVOEfTOtFzeI/KEacVOgWW85FPP2b+P//b/8p3H3/D3/z9f+D2/h7XdV983gBudz3aCIJzjpaAhuLIVdv5ptBqrLGFVpbXNHMR5cZSfILkVVVaVeZ8OhK85zyc5ZzOE13Xkd7ck40G1ZCVZllEwGt0h9EQvSKFxKdwxJhhRR8lOdyyLJEQEkPw5OgJymE7xb7bsLt/I0hGLNRrP61sAa01XdtRhchav67RuEYtru1nh2EQ5Hue15oCLnkbDw8PL/QhIQTevn27NhO3t7f0fb9Sl6pGo21bbm5ufiIU11pzc3NDznnNyKj2tvU1VgrUUjR+9aiUqZrpZIzheDyuz1ebm5XObF7fnJWZzgXR0KzUPF0GZjHIYORUpuLLEvFLRGFR2ZY9RailSVWtiQyFctFpZlWDl0vdWNZvnwJLjEzes8TE/u6em92Ort8wTRPff/87jodnmq5he7vhq7f3NNbx17+65f7dDtsGxiWKW6YvQ72UEcqp0JCtNuRsCbnF5AanHKIneR3d8Xo35arVeOF/qADEll1rhcYRk7iRYjQ2l7wNLZRPV9DFvIwcnp/58Q+/F7exu3tMGfTmlBjTSAiew8cDoPjur/6GfrNF9TdgG0zTo4wT/YcytHc79E4s9qPRhaZV1wqukJhcBoL58vqvh9uqCvn/Ao1Gypk18uGqUFlf4XVjmKGy5C5T1bXPLAWdWN61rXi6C6/5ksJZF4wQAjollJHnqlPqeiELFKeLeA2MCS8eY31JWbQcNQHUF5u5lKK4bSiFzqUhqpdIufFyuRG/9Mgpk5Sck4oOiPYgEWK64vTnCx+unFrZKFiRiJwojlFCFlmWyDgujJPHh5I5cqXLuBSUF5eH2j1X/uX63/JFV5DXz7nw6Qu3sCa0W2PkNKXC4ZR0wyJyLx19fT+vOFwp/lWZeuj1rniJvFRHsoqIXX9RpsqppNvXgL5lnle7wZp0W50tjLHUID1dQtZeaoL86jDkvSc6QzJC7wshoHQUzmhJzK7Xtk5yblJKF1TlSiviSuKsMebV4ki4vv8+O1aU7PL5p9JoLPPMOIjA/XKfFcqEXECodOEd1/sl58TiA40PuDqJLc8lS8DVuKwW1VeID0BWF98aQR0dznUytarLevlMWZ95fbevPl8ASksatPzDgNa4pqErFp67TYezMpUKIQmVMyRqUv31dK+iNFVHZorOorrhyfsxXG9ZFUBNpe3QyLXZlOyHjCOkiNHC25UsCk3TOPq+Q2kH2qKNaEBmv/B8OHKeltVMo2pGtn3LtmvZ9i2brqVvOwll/MLDNi3aFQ95n1FJ0fQNXYzM40D0Miyoa7v3CxiDsqk48DQoPRJiJPtA1n41AfEhFkqVxlppdEOKyAhHzkPXODl3naRi7/oO4xzuYFjKe9bW4m2UtVgL8tq0DbvtlhClaLZWTDc8megXjFY4K+ue1RpSZDidGM4npmmgWzav5nubMg1XBSjUZXOX6X9toOutKwik6PbKWm2q8FiqRhn4ZEF6YlwDH1PRi1WibN0hcrHezkmRNVcWpvKkwvlO6FI4SgZUWu/XVKbIMQslLqLFYcdUkzlxcMvVplyrNeQOwLlXag241A214aoIc9Xg1fXw2hjmulivtKaKNhhjihvglc6yFPk1vfu60ahNRKVQVbpU1VGseUufvd561Aakvv6q37i2xa36k5oV8tqjAgqXv5cr4gr1TlGQC19E3ylk0dtQf/4ycF5Xvcv4++r9ypfKl7VRhi2JcZw4DyPLEggx0TQdWluatsO6gbbv6DcbetfQGIe2lpBg8gk1eEHsfCg0pAs6JFrSTNaJaDJWJayPZBNJrzCruVQh6urfP/0JKSDl3xnRiGVlxXEqU8KZwWlBM5zRZGPIZGwzo12Hdg7jOnRpMlNKqJDJaEIp5XXTY7stuenF0cq2KGPJiN5RWS2ME23Kayh1fd1T64WQC85Rh5KZF01FZdv/qbvtL2o0GuvEwjQnlHaygCjpdq2xgFoFsD97ujMoJZCa8Mocar9D5W84jwPwuBaAVeAUYxR70QK9ZSSICWTSDYppnAV+N9K0KKUJITHP04swnTrt+fT8zHmc8DGy3W1oGkvXNeUGkHB3nW0p9Gux8QvO6s8cMUmjkhGYSynN5EXgHCKkqPGRcuGUKW3OQjcpzg8iaBQaUU6JefGch5mPD0f++29/5HjyTEsiVLtAxMlLKy2c+pjE2hehGgm6JJvaKkaLyHMnEJtRSQy9JIGXza4UCRI6EyALHUJjKKggMcpnluLrir/7/Ya2b0rzIoer9rZZX6gqSpUwOIEj5SOTQk2MDMQhahpHTscDnz5+ZJpmUhCY/K44jdzf3YnzVpCFvkFSRPvG4toW125Q2jEtM8N0JqaAUnldaoIPkoidNTbB7GeWILa6GAPGorRlWQKPnx5RaMa3A6fDkU8fHzgfjzw9PpFS4sOHj686d/X4abNRod7y38vX+TwwDc98eP+eH77/nuH8TI6RRmu2203pCIRaNQ4DIiLWBcaVjfB0OqGI3GwbMpphmvHzzKZrMFozl2IxZdlMcqFSxSSbg2kcxvVo26KM0KZ2uxt0019e+l/4+NWvvy1OWBmLorGO7777jrdv7vjm6xv6zvGHP/yOp+dHvn//iU9PR7J1GNOSYybkMiF0UvwlHeR+fx6lIbBWLA+TbBrWFdpkGTbEsAAKYxvKvBqtI9tdQ9s65uWGEDuW+UCYJnKQx/JL4jxMRBYiGp+hv70nH2aeT5PQCqcFyGyM4X674R/+6lfsNxvebFv6vuXNm1v8KxCNZndD1jMpLOAixmS++dtviD7wz2FgWU6M05Gnwyeenk8czxOmGTDOYZsG2zjarme7v2X2keM4y4QyJtS08Hg803cNbbsjRzFjcFpD7LHO8PZ2T2Mt+e4WrTSb/S1ozfPhCR9madasYxgnQog4Z7F2w3e/+pZfffMNp+OR0/Ek1MwUmVWGaOgaw+2up+t67u/v8SlzXBbG84kPP/5IyvD1t79+1XWXUkTFQEwwTxGfFM44TKVBoojFpCFUfYCxKCNUiLTe5xmj9MV8QCZW5FbE7tteCuAQYwnZExc/bFOKEGlvjZbvu1LcOFuGPiVFOmsx1jTWYZxD0aEyWOeYA5xHj34+SXp419G6jpv9XlqS6K95GGVI9Lrpch00VWvZ4/HI8XjEGCPullfNw9dff03TNC+Qi/rf6/52Ldyuguxqidt1HdZafvOb38h1X9COmpex3W6x1rLb7Vb61Pl8XulO9ViT1EvDUb9qY1FRGbFZjiuNqzpZ/Tk0GkrlK1cpXtY6WbQX8zQzT555DPg5QTZYNLnoQGuzUUctMuQrg0oqRUj2jxwLlbSs5ZnMvMz8l3/8J3788T0pRd6+ecPf/uZv2O22fP3uW25ubslEbt6+4dOHjxyfn5k/PvL9Y8IyY9R8of+WV1MHh1qXGtUYcA2u9eyHH+g2M/1d+6pz92+c1fLm6smU85izIpIwpsf1XclRF71FjStdBd8usmnu+NvNW4zWbLbbyzWaE2qaaBbP4h4kvPX+V5h+Q1IljkBJk5GUIaHRtuq28mrEAopUP6taYynKvpxfvB0FRetSzBb40wZSv6jRUNoHCg/rAAEAAElEQVSU4k7G+9fsropcrMOPfLnpL9KGykEr0xAlHM6ubcVCsHhJV1jz2lEhperXXxsNRdsosYUtFl5OWdGLcEUFuvqS0wPeB0KInM9nTqcjbduQSz5DzgmtDFYLRcFYoXLkXD2Hv+zI1YGIInXQUlSlJIEq0tHnUnjJCYwlm0EWQIUp6ZwpCaw9Tp7DceR4GjkNM+MsBVwuUd31Rq9dt1wY9XuK+sGogjy8gAfKQlFXH62VJMtWJKFOYbJMLmXCcuVgwOXhXlsYOqOxpjiHlamA2ATLiri+ZC7XXK7+9lluWoEIIymJK5Qkdi/E4FFIGGHf96sdogLCNMltpDUqgbUNzorlsjRSsTRbL63eRA8SUSaCDut1e60mSCkTiDAvLNX1qgSTxRAIizjgfHr48kajfv4vheArEAAV0VpfVXGbmmeWUsykmIr5gGgBxDkrilCaiopdPWmZvHkfL4tY0U2tFnqqno/6+am1UZRfEeqRNg5tLMY6rHVSAP0f0GQAUjQp4bNbpGBzjStZHuIwNC+e42lkmhZ8iEIFM1cTPaUEqCiGCzEnkk+FNgAKg8mFK7y+r8viXtfUlcqgMrYk4GYcJkH0Vqydqfa2kWmaxTZWG0LKoEWfMPuwZg8ZrWitpXOOXd+x7RqcUeJipfWaaP4lhzIOVCBrU8CgjG0tKVqazmFccc9aZ/OCRoiL2cV1xzrHEjMx+dKESpjjNAu6UCfDtbDWWmG1prGG1lmhRStF4wwJdRG8QkGKUzEvkQJzs+m5udkRg2euNL+YRWeg5cs6s2o3CJE0SmbFNA3M8/RqRKOiF5X2GxLoEArSIMhLDL64RcnPa5tQyVDdtOrvS52gS9EnU29dHBer/sCWArjulzUhHFj3IShaCm1wutBetOTZRApSr0UfYlSl3kjjE5KgfaBwMZHK7xp0CYC9oPg55xd5El961HNX1+equ1jff1kTa37GtSPUdaNR0Y9rwTdcqE21oagC8doQfC44rzSn+lWbg/UTv9pT658/dx1d604+d7D6c2g0WBuDMjK7esicRSsQfCJFGUReGovLuGrtU9QF6cgVIcn16i6P+dnzp5w5Ho6Q4ePHR0Dx3XffgdJ0bY81hv3tHSFHTqcznMVh0i+xhHUsrCgfFI2DxhpX6icjyKkL2EYRzIFu0QR997pz928e1yfxuvEoWketxBzkurmg0tvFWUorR6/FLtiU0EulEFOcbEgm4DZe9FuuJ7t2PbnyyFUvInW7ktErF21M2Yfrdajks7ruM+rQllzLRnm96k9c735Ro9E1LVoV+kmWYbZMcxVtK8Wg1jLdrJz3S50pJy2rgEpBCg2VUWi2G3GVWgqX8nw6vbgRl1kgT1/oRvMiJ1XrkSqUVCjGcbnQj2CdQqw+1zqjTGacJoZhxEfP4fCJ29s93377tfB+O3GWadymTIsEQQgpMo1fzpeffShdJiRTxH5ZF8cVK8LgY0ARVzu4eZ6Yl0VoZtUOzzbMc2AcPKfzyMfHJ87DwsenQXj0SSZCWie0yTRO0zhdZLfS2CmVRSBEEflkhcqliFuRDl5cnNqCK/H0qyViTKToCX6U6YER+kdMYnWsjb1qDl5xRI9KYhEnFoPgVgckQZ5qUNzixS62Cq5TKUZSrE4sGas0yzjhZ9EEdW3Hbrfnm2++oetk4hZi5MPHDyx+4TzOxBS5aVpIimlayJm1IBf4XxKDc5bQqfP5TBMjtg3E6FGmonFRdERZMkgaY9FK8/0f/sA8zex3O7quY7ffMU4j//m//KdXnjxebELXFMaXRa0sR8EvzONIiiLMbHcb9L4h+ZE0n1iCZxyOQKZr5BoIi9wXWhvImmGY0dqw30nuSVNCCIUmGJi8pFwrbbBOkYcB75MU8dZhmw223dNt7+j2X7Pb3dF1W6KyvJ5Y8acdj58exeozQ9+2xNjweHgGEtP0jDWK//bb3/Px4UFoO6ZZm08RuJorWqcgElnJKp2owtkoIWk6o3Qoa5kUYpu2QxsjLj/G0LQGY5XQ8XRks21RuqOxmmXZ8vTxE8N84vj9J8L3H9jc3rK5ueXTYeDT88Dj85nnw5FiQ0Xf9nz79p77/Y77bS85CCoT/czDw3vmVwSAJd2inEy5lRO0E5XIMXL79T1oePfxE4nE7mbPOC64tsM0DcM0M0wzXWPZNA0hJFSayOW+yaMnhYlza8nzmdZo9q1l27V8dX9L34g1b4qBcZDA1ikEklLM00QsNEeV4TQMHIeBr7+65+52x7uv3/Dtu6/w08jTQxDOdGOLRXct9JKgC1Ce40Rz7Hl6+ETbbkivyVoCtOvE5j1HRj8xLoE4PghqUKo42R9ScQzLIqAvBTy6WmqqVTB/zbM3quYwWYzWtLYt+UlSvCTZvvHRo2IgxSCi875HWUff7ehbSSC3zjIGj0+RJYkZgim6Ea00Rsk9fxrOuDJIaa3Bnxu6xvHmZidZVl1LXYvSa6Z562eUxRRkmliWhWVZOBwOK72pBuTVBqFpmrVhrXWHWvcataIU1zbo1lqengR1Ph6PAHz69OkneRq16REN6bA2PBX9AFaEov7OtQakBgdWd8VK66oJ5ZX29SJv6wsOafBr83LVWClpMHJMLHNgGgMpyJBErU1GbSouj1VKaSotL6NBlSYgq6shoBSvRlvI8OHDA4fnI41t+PDmnu+++Y5N23N3f0PTClXq/u03WLdhs39PmEfiMvP89MDh6RN+mfHLRAxeLF6LzXrOudhEZ6LKaN3g2h9o2h039//tVefuF59rqZYAVQTsuVA/9dVkNhf4ALIFGvnuVE5yNTTKbYdqMrfdvXzfGSYUpjAscgEEUsFN8hW6siYklEEBaGGg1CFz4bepEuugkc8rp1g+x4iOf5pj1y9qNIwunE8oPOqKWMgUPeuLaealq0/FE75MrVQiE6kJlFqLD721jqZp8T5IInDhINbpQ8pZOIJJeM1yY8nUwNkGpfSquagiJmPMyrXUulzo6uL5PU8TjymQiWy3LaFtsVqRbcbqsD5OvUhD/PJFMGYwFdIr11HMkLKSFN+A+LfHqiNIjOPCPE9X7hYO5xLzFDidZk7ngcenM9MSmZdITEIUqkdNzq2biCqCd63U6t+fU4XKyoKgAHJJ3aZE1F+hB0k+B63FNjOmhI9x5RaTIRXXsVXT8sohXy2Or6clck4ui/plipVWDU++ajTqhEumXF5CfcrnIU4zjr7rBBpvGvB+FViG8nu5oEXVWjBccd2vp4KpTiNjQEWxjrsaFK1826wF7RNr4pGxGzifz6ScaNqGeZ45nY6vOG+s068/8hPrelYtrsRZR1AarUUs7IwhEPBeF6cb+e1qHrAqmsp0JBV0TvYQKXKS1uJYV4qjmkgqYtWyvhYkQ5JSLbZp1/wM0csUilZ97f/m9XKN3PzyY54mcqVoarMKScfZodAYDcM4Mk6zFKO2GF/kvG7aWqvVD/66wavrmSqNvSrpuloLamxKMVGvS7HproFZ8oEZW4oma9EhkdCECKNfmPwkFtNNxzjODKNQpryX4tkV6tau79l0LY21WFPXg1TQrFeYEGiDMmI8oYtjiQKSyjR9S7/dsNtt2e+3KISW03Q9tm1lSh4js4mCJFyh5CmJAaMnsajEPBqxGu56nDG0jdiU67JJ1v0gLwuZCwISQ4Qsg615WUCxhrE5Z8raFldHwmykMBdtV00+TuXfnuAXKXD8wmsXOxlsabKSZtSHyLzMxJQoEkXZF1dEJ6OiKo2GWvcspTQ6apn0lhwRpQ1Ju/V9yUdV8ohSFNppDKJZKdh0zDL1zGW/ddbQNQ1912KdA6/QMZB9oialpwgoocuQRcsVdSCHSLIGnTyknrzfgar5FHL9XdvH/tLjmn5UkYyq0aiahs/F09cNRm0M4NJo1PWz6jpr01HXA9mnRchdnaHqelv/Xq+7SgW/dq66RiUqCnL9vfp6a2NyHRz4Z200Pns9tclY9/yUxSShMC5ekm7r/3+Gbr94dPnvP/lnradL/bHMCzFEnp+e0SiG85lpmtHqjrbp2Gx3ZK3Z395LXtE84OeZefEMwyQ1kI/EHFl8LnrJcv5DIOVEyAGUxZiMcyPj/GfyVP6jR17Pj8BGPzkF5R9Vo3d1nuSDKVpHGVKR82p0Uh0M7dV9LKqNolGmMo8Kcl4e+CIJYEU0Lq9Ufk5VEU35jqAXBXkun7XVf9p698vsbVOmbS06y0IogsZApTOlLGLuXBbIGKIkcpcNNRPJ2ZOSTOmd1Rgji6RxHbdvHO1mS9YGvyyczyeZIJSbPI0TRHEDSeU5csqyWSATANc03N/fs9ls1pTP1cO6bPi3d+JUNY5nTqdnjqeBf/7nf2W33fLtN1+z3ezo3t2gtQiCRf/mXxTxv/hQVvizrBbIjItQAZ6fZ6ZRcjD8ElnmhRD8Oj3JBaqqGQZCj/AsITDOizQrSbrVlCSoz5mENZmuNXStFdEeMtnPCjBVJFVcF2qIkxZnMPFVhpBTKeILRaHkZSQoG3IpKlcqDQJ1KdBZHFHCK3M0RHNSYecL31JrIyFbIXIeBk6F/7r4pVDVftpo1OI2Fm6yCP16Npt+5d/GGKUIKb719fqpqc0fP37EWsswnAjBX4rCQq9oyvRJxN6TTBaNZdNvaFyzul6lKI45U/HIH85nnp+fiTFye3snE0j7eirBzx2XuUbh02ZZWFIMhFIwOWtorKJ1Yj0Z8Zjdlu9+9RXjMPDx4SPRCyKWIhISaRz9dk+/6YhoUo5MIRJ9XAt313ZYpTgez6JlSUoWftfjug3K9STdstm/4d2v/ordzT2oYse3QsKCEP2ljo+PT2J8gWKeFtrGcbvrWZaZ231H21isa9jf7Feb5Urrs9ZgSmEaUxVzXjzKjQZlxGFLlaYshBlrG9rtjrbpePv2a7HEnD2iG5Piz1iHdY4YMyF6Pj0+czweOR3OjJOX1HUMjw/PfPj4xMeHZ75//0moBimx2fS8e3vP/c2e3/z6V3ROBLFGX202Ob/q3DbtFtctpDizTJ6ciu7NWO7fvmG32RHGhTd3t7z//Y88f3pid3PDZrfjcB44nEd+9/uPDMeR3mh2bcPIzDxFWmu5221ojabXmlYpmpRpUsahcdpgXSOFkTIsKXE4nQgxMXqhIh0OJ5aU+fD4xGEc2Ow6jFV8+Pie1sCnh48Mw0lchlqx14xarIvnRfQTiWeGeWY4n2n7LdF7SQl/JXUqKTE8SDmJ1mua+OGHHxmHodA/FG/evmW73ZV1UFDyTKHMpguLICkl1M/SeKA0WtlisCCuUW3TksnM3sv95RqMc9y//UqC05QIR11j6LqGb75+y5vbG/qNJFKfl4nRL/z44QPTOPLw8Uc+fXwoPPxE24iWoXENm77HakVjDW/f3PPu7R1O2VKQl6HIK6670+m0ohkfPnzg6emJ9+/fczwe1waiJoNXdKM2GnWvrQ1K0zT0fb8W3TVnCX6ay1EHT9URqj52HXJeay4+RyyutRb18WpzUZuc6/Txz1PIV7HzKwXhugZ/cqGIlTdZrGwTfglEXwcH1VH0qnwtQ0oqUKEKeqHqDKoia0rQEHUxGak5TLnoaH/4/Q88PTzxn/73/8Lx+UDTCH3WKsem3fLvfvN3/Oav/ooYPDkEHh4+8fjwyOn0zOHwyPPTR96//wPjNHE4HGX46D3kiIoy/AlxJsyR4f3r6pP/MW3tup2Iq8FCvirw158qw7lrmnVFh+CKBl0/70rnWylOYgOc8vWj1KcRfEnKyVKvlaFYgvI7FEepei8mVCqodAoiWDfgrOX2Zscy/Wl23r84GVwVjmeicuCl2kzlxdcpSygFno41wO96EiQai3qeQwJVMhlSgq7fYqwT1xGUbBwZzOzJmTJdKpNRhLtLuUGtc2y3W/Y3N3SFNlUXkXpL1A/UGMU0DYQQOJ4kNHC326G1E8he6RUmr3Dilx4VwsrkEjYmTcbiI8PkGUfP+bSwzJH5CvL1/kIHU6Wz9V6cpmJOEkC3+iqLS83aCGswtZlbp+mVA2jKz4hfv6pWxKr0zYqSqaDWBTCmhF6pVhfNSYY1AVoV3nUxKZXPJ3+5gw3UvbvebpWrXOHpmo8hlIhQUrmrkD5fietkmnQJcnLFmrGGMV2L7HKZfMZCAbx2AZkmQZlEO3TheFtdrpeV5yt5Ju6Kn1sdVpZlISTPEotmJIYXbmgrR1e/Thz5bx31mqh3RW3MgpfgwZolYo0mWxHqNo1lu5EAtMPhCY/4lKeaWG0dbdvj2pZMzTApVKH6KWqhb6SMaJKQ+0sbh7YNWTuSMtimY7Pd45ruclVXSPeP1COfu8x96TFNXvjmVJetxDjNOGfpW9EY1GIixCB0QXlWVEEzhKWU1rWvNho5ZTFXKFzZixmDhI06Z+n7ToYcMa/X6/X1H6NkxEzzzHkcmRaPj7HkdcA8zgzTxOH5wOH5UPIPFE3j2G037Hdb9rttcXS7Lhm+fI2rh9YWbRKZUEAeccJQIPQ4NPubHdkHhqdnlrNj17fstp1sfMbw6eFYbB41jdF4rTBkrFa0ztEaJRue1jilsUWzJe4pgl4nFCErxqLJC2USOHvP5CPjLJk74zQzFivR4/HANIllZM5duW9TmbgrMbggwlVhGmOQSWJK61r5xUdF+BBUJYbAeD5zOp3WNPn9bk/qYjH6UGXIwzogkr9evQZVNXlaHHaUIuogzlRlmj8Mg4RdugbbNOxvb2TvEJhtnaa3jWPTd/R9R9M4sgFtDc5aVM5Mw8DTwwMpBLIPdH3HbrujbRuSn4uw3NB3TdmLLkVoqYC++NRVZ6kaunc+nxmGQd7blQtlpSHVf1fxeBVpL8tC27YvmgJJhRcHwCrervtMRSLmeX6hyej7/kUz8/l1UR+7oi0/l2J+jW5cNzH19+ufr9UGvdSysjYLZFZUIEahIanPmxFeIhrrSyl5R3VGryqTQn2Gnlw9Rt2zz8vCMi88fPxI37WMw7CK85219P0NxoiTWk4JZzu6ZsvhsKXrWrRRDNMJjGGcF1SMRKUgBaKKBaGRBO5lfh0aVM/fzx/Xn0uq9T6V7lE1xfUMrKyy69/MoF5seaoMD66eYT3p6rMVPP9kTb9ubQRNqp91hhefRx0eV+JVwiCOWK3T7Dcdy18C0UAhdolKUqrlBikWXFa45iEECaCaZmJOkhgePFWAnGlAW5YQOU2eTCDnUShUJQ1zmhJg6Lb3GLewX2QyHMumKwWhLpQptVr2Nd0G5xy/+u7X3N7eyqksE446pWiKmNM6y/F44uHTJx4fH/nt737HPC3853/872z6DR8/nLm92fN3f/+3tG3Lfn+Dbb7cI31eFEuU6eV5POND5HCUNOunx4Fp9CxTJoS8ipRDCELXWov6DJSbJFXXgFp0F7evlNZGCoT60liL0wqjM95L0JezjXDqTbFNLBYEqjRtvhRPsViNhiiTHqMtVltyFnG43LDFAtiIU4kgH3ITp6I1ec2hXVM2YFWEaInoZ8iZ0/nMvCyM44QPgVimRhXRqE3DtZsHZPb7G/7hH/Z0Xcfd3T1d13F/f0+MkePxKD+bL81FvNosZLJVzmVOMqlzFlMoIsuyME8TIUsQ2+3dHf1mw93dHV999RWPnz7xww8/8PT4xOPDJ7TSTNPMdhNW7rT3gWUJzPOXNxrX4sLrTUmuDLggUDCOZ/wy8v0ffs9v//W/Mo9HoUcogWG3+xtut1+TcyCmGds4uk2H95HTaSZnjVYdu/2ev/+H/wmlEv/y3/8L83gm+IDKir7boJVimBd8WIhZoW0j+gStaLodm/0dUzTMydL0N9zcv6PpdsQI19vB9cT95zba1268+fpLiRdIzDIUmX0Jx7OWzmhCFCqeL/esBBYuq4GFVrpQQoqom0JfzBT+a+URG8kmMGZFL5WWdHFp/xWT9yQy0zzig+d4HhjGmXFemOfAMp7x08i8zMzzggqRN7ttmYY6bnZbvvn6Ddu+Y9u3GKVkE8jCva3Tb/0aL+8Cr5MzKQSiL8V4TJw/PDCfR44fPzEfzyzHA8v5xFDsVyOaxlh2m443b24wp4ElBbRK5NjStw03nWPTNHy127BpG769u8FZQ06aaQ5MfiRkOC4wB80pKMlfcR3JZPwyMPvMGBPnJfDjpyfO4wjes5xPkBJdI8XwbtMzVrG/EaQqJkFQU85s+o6ucfh5ZBlPLMNBBl9feCjrxJ4zZZbxzDIcUTlgNWw2PdY5UhRb3a7vaZyrGXvlur2ehF6KEergiFSKyMTiE+fjgXmeef/DD3KfKk3TdeQU2N3ccP/1t7Rdx/F0ZJ5Gfv9Dx3k8cnd3z2bTI+bKCmsc280ejejfzscjx+dnuq5lu+2x1tA0jqbspa6xxIICitkKpOhJ6ctVWNVpahgGfvjhBx4fH/n06RPn8/lFw1CHPde029poXFviXtOqKvXpWrtR0YXNZgOwmtZcB+hdF6AvBlk5r01JDbH8XDD+eajf9df1Y1zrRL70EKZUXfEKzSbJ8HCZxWkqhp8W5HU3WQvo0mxcK4mFFiuPW/VEtnEykDHF2bIMkJZllqTxcUQrxb/8t//KOBz4h//T37G72dBvNrimwZWBDFbOw5u3hu12x1fzG+b5Wx4fv+Hrd294en7mD9//wDhPPB8PLH7hNDwTfGA4z6SYizvPa87dTz/rl0ct2POKLFSBtkx05WttCMqp0yhULujCVSOxdm758uPlJK9DZRXLvY4EfeZy79fPqyg21iaivjSJTpDfUSlgjaJrNY1x7Ls9zhq2raNxjje3e6bxL4BorBb41ye2nBtjBJLVACmhjIcoHW3KCU0VVglNJ4bM7MVez3vhNjblhgtBpsRt22CswjU9OSusbdA6yoJrLZvNBqMNIcgN3nQbrG24f3PP7e3dWnTWyVPf96UoFO/s7XZL27VoY/j48Mg8Bx6fDgznGZMdPkR+/dce56RBeY1OzYupOCEmzueFZQkcnkfmZeF4mJhnT1gUMVIWutp1X4pFqFkR19dZ+VCqrXD97+UHqh5DBI1VyJ/Q2kkhUMfM5XdrMnQqwl1xEynTtRRRKFIpRCrXPIskY71x5L4t9Kvyeb7q0BcRUyw0jEqJmiYRzIfgL8Lv2hSk2qRdvuq5lNTWLZvNhrdvv1odSLz3kmFRplY1VTytDdyFjhWCpAmjCh+3TB4k7DDgU8SnyK5ktEhTc0fwnqenJ6w1L9LKY6o2hao4Y4lv+WuOn2syXixQ5RuhUMXOpxOH52e0imJpWdzY2rbl9vYWH2bGMWOdpdv0LEtA2wmlLM7t2e93vPnqa0KYCSExzR6dRPMjbk2aMMwsXlKpVeGOK5ULLahFFQcl41rafou1jRTi6oLCfD74vG42Xu/88+KRy9OJ9qSiMCZErBWNRHVPitELklcQ3jUNXItjj3BtBQ28MGZLQV6CClX9mfrMZTpf31K9l6ZlYVmEm7x4z+IDi5fQ0+U8FH66x2jDpthybjY9u+2G2/2OrohhDaIdy+s0/Pokf+lxmbCvqKIPJB8Yzyem44llPBPmiegXkl/wsxgIKNeinZGpd98yeU9jNakx9K2jayytNfTOsu83bPuOu5tbtFIsYSHEzBICIWXGkFhiZooFNTfiyhRQhAw+ZXzKnMaZGALPfcPWajZdw6ZraJylbRux1VUXDUROMnRBq0LpMMUUYyH4mdfowdVVgxeDJ3px0hFKZkPTtlS6Th1KoNS6N7+48le6xNW/V8QDUgiMw5lxGHl6eMB7j87Qdj2npyeUUtzcvyWlRnQi3vN8PABRqIGIqYg2FtA468RKPWWWRYxdYvRkxOXMWJnyG2uZl0UCBst1p4CUJePoS49qjX8+n9evcRzXTKJapNei/nrNqELvun/URqJSbq+/X9O9K3LRlDT4qgW5FpR/3mhcW9leNxOfNyCfJ43/sSK2vp7q1PmlhyrDylVjS9nrEsSQyjAX1nqD68n3zx358oeq+1BemwvjbLmfqvNhWQ1j2TvnGQU8Pz1ineJ0PjJOA03b0CCNYtUZgbiiNU3DJnSEuJEkcS3D57lQq5PWMrAm4pcF75O8N/vlze1PBnj/VrNRCoQXdZtSXPJHLr+rFNJkqOpQWD+ba8T+s3ONJJ6vA4ZchnOq/qW0MurzRuNyz11sgBKKiFOGzmk6Z7nZbWisYd/L2niz7XDqL2Bvey2WkmJO/LJFaCYf+rWYS5Kj5SIy2oqzgARoYIYBX6w0Hz49EINQNlJMxSKOcvEJxKU1dP0bmsby9ddvaZtGJnJaSQhUCGLNp+RU+xXWjijkJrdFdJbLe3HWcrff0xjNrmt4enziq5s987RwPAyM5xPvf/yB/c0N2/22COK+7Pjnf/mxUB4SwzDhg4TshRCZp0AIlW4mIsaX1o3lqN1DOdaaK2ckz0KE2iTFrGCaA8Ow0DWWGBxaqXXqkpNDKXApYbSINmUfSpDjxZI119lYbSzVinDUDXeaZlkoU+EHxiC/o/S6ibzmGMepOMgkctGKLIs0FsM04sMltMv7QmNJFzSjLv6fi/7qlLk2ojXQaVkWFu9FoD2N5ZxcHku0O8WiM5fQtTTTuebC/dVqpb08Pj4xjCMPDw/89re/XZNg53GSZrdp1vTajx8/SoJsCGKfeji88uz9/HHZLgrNLQT8MrPf7/jrv/o14/nANBywxtEYRdd3GNuSFbgstIu2b0kJ9veZtt3xzbu/peta7u83jOOR3c2dbCahhRRZwkLywnHPyqwhhta2GN0Qk2aYArq9ZbfZsd2/YbO9RamOGuyX4EXT+Bo64791ZArIpyjOa6rYq0ZOw8g0gTEZrcGWrBmrFbZ1QmksMDRaApKcdSUwklI4AjmiU5TgPu/xXjZUHwLO9pK4HF4WY8rIRFUaicTT84FPnx45HE6Mw8RWK3oDt7sN265FWYduWoyzmKbBWkNrNVYjuSeo4gOQV6oqKePDl2++QhmUk+dMg04w+Ak/eaIXwwulDNpYtG3QruM8ep5PT4jvnuI8LUCkcYr9tmXTWfa9g5TQ0WMRCs9ut+X27Vdk4Ol4YJ5mfv/+A+dp5g+fDkw+4JXQB7rCoT8PMugZfWCOiU5psnHYtqffbLm/2/Pmbs/N7T33b77i0+OBySfRTgwTMQlvvekabnd7uq5lPJ84H58Zjs+vSqR3rhG3PqVwTYtrW+7v35By5ubmlqZpeXp6YhzHtdCtvr1VWXN9b+irYuzzqbj3ntPphJ8X2mKE0bUd1joOz8/My8Jmt8PPE0aJtX30I23TcP/wiX6zpWl7TCODgERm+/Yr/v1//I9M08h4PhdNhgwgjco0Tctud8Pd7R1Px4Fh8jwejmIv3jYM05fz5Vf0+cqgoytJ7dfFf86ZzWZD3/erM1VtMpRSa05GDcarRfx1wa+1XjWg2+12bf5qswGsn0/9nivhxNvtdqXrWmt5eHhY9/vrz+cazajP//lnWd/z4ZX7hOzv8nddaN6zDwQv9rHeR1K6DuRbe4hLmftHBzxl4GI07baj63vefvM1KSeenx5lrSg5HJt+T24T2XUoMn3XY40lqsQiliRELCFrdOJFk5IR2qXTHTc3b3Gu5+7+G+7vv1kRjXmeeD4+cj6f+f3vfscwDPzht7/74vP2S/aier5+2ppdJNif05xE1H3d/r0cHLx87gwpIDwXEWzbujYU/c1qYx3FBdCQMJW+pYqJiTU0pqFrHX3bcH+zpXWOm00vTnwkNApnMukv0WhcF7610dDlhqiX2PWNITkL0plZ49ZGQxlxiDJGxMLDMLDMC+N5EIRj8SU1t974LW3bsLu5o9v03Ny+FQvQTkSMs2sIfmFJSQQtiheTYmftSkdAS5pczafY9B2tM+z6lptNT/YLT09HTocTwS+cTke00TLFzl/eaDw8HKXwTplpWohRbuAYU+E+Xk/P41VTd7k84erCuvp/akNQJvgpZ0KgaDkCfgll8xckIKbq2CVThqzTRcdRMyeuFo0Ll1Yu2gSrhuHi6qFK8SQTf5BpxU9Gz19wzIsnePGODz6QC5IRQ5DJWIooZ1FGC93rWqNx1SBcw+BwEfVdhyetwvGql1i8PA4XVMSY4mqGJIdXu8ls3TqR1tUlIieGceA8nDkcDnz8+PEyscrQFvvS2uAcj0eB6LURx5lpfPX5+7lDffaVciTFSNdKcKHKnrCcaayma0xJazYoJNfCNY7NbktG00XHdnvLX//t3+OcRasZVKbtekKYUR5yDJyXmeBDoUBdjBGqq1LKCh8S3cbR9jvadlPQTEtOWsqoPzNF6t86CvC8At+x8HrnHPBKFmitoWstjTIYo7DG4ov7jqA1YlpgjRXtWpnsaX2Bw0XvJC5l8zyTs2IcR4xxJHFYl2tcwbIEjE3FXS0xThPHgkKdTwNu27PbdOxax9ubPaZpME0L1oC15W6UwNSc0jq7ykXzVv8XXzFUERQDclJobSWwMELwqdjEl0mdMWjr0NaxzCPnYWaJiSWmMmMTKkDXWnI25NYSFs98GtBA04i+qttuJfdjHAlq4fE88Hwe+P3DJ8bFy3vXml3f46xlmcU9ysdUxPMKtKSF26ah32y4ubnh5vaGm9tbpiVIGOmyrA1oRVa74trl54llGlnm8VWNhjYWZTIuCmpgrGVjHUppbm5ucK7heDy+cNGrUJ+wBy6oXqXV1ONzvn8IIjaPIWKdBPOJyNwwjjLAGc9nQcW1KQM80VlMi6fvN3SbrZg7NC3WNTSbDV/d7Fc3LpMzFrHI1EmK7U2/pWlahmlhWjwaMZ5A7Zn9K2yVr9Ds+j7dypIIayEPrIyGqrWoyEBtDirK8LkT1fW5vE4WrwjFNfJRG4W6v1QXud1ux3a7XalUp9PpJxQp4EWTWJ/z89dS31sVqn/poSr6pSqqJsyEEIrbVCg0ilKPrNqLle2jynC4/vtylCsSpcE1jnbTcff2nhhF9xJCRBXGi2sbFEKp1eTVaEVyiCKRSCKQsiGmi7h8fRNKYzB0naFpevrNnr7fMy8zt+dTaTTuOR6fmcYZZ595b75/1bm7Pq4ZBJ+dYTkTVRz/Ilb7kjX3QmGhLrrGy397ud+pq8cACnX+Eoq9Ikb13GjJZQoJIhGrwF5mFZLT5DRd69hvezZ9x1d3t7TOse1b2auWWWrCGJj50/aJX9RoVNiv3mRKKayzhUv8Uiy9Qn+l0YhBbmijbaGRtNze3pGB83BimWeGTkuexCzC3sPzqdAVPEvIfHx8ojmPoAybvuPdm1u6xpJjBjSNk0lQzhe+ZM6FumDMirrkginpUhgYDU6Dvr/FqL9mGEbu7nZordjebGjaFqVncRX5wuPh8YhzYoZcaVGpUJljoReEEEuhfAmyetls/LSoqo1svZnrz4eQC1r0TE6ed185+k6sQ43OktadE+RAUJLurLUkyGpMyThR5Fy8wEMi+Ejl014LrauQTxZlJeAKSKogWewkX3H84ccf2LSdnIFQxLW1WSiaoSV44pKYluWSJJ8qLMsKddcjxsQ8z8Si77leuOd5ZhiF5754aWRA4HVxq5LFLSaZVDXOrtOz7WaDXxah7ZHxMRKWhcUvqz2iMYbGOayxEvwFhCDTxX/913/FWEPXtmRg+As1GteHAtqmhe2G49N7np+eSoMjm2fbis/9aZhoWsPN3T0oKZqbpuX+62/ouj222wKZeR6YCqVnXjxpmortnkIbh1MZbTKLlxx3EKQxoUlZs93f8ebbv2K7vwNlUVhQBpXF2e6CtJXX/xdCNWozJNSZwOK9cM0dYCT2KF/tv846us7RkEkqr1QrYdvqMkgowaApolXClkTe2uSP00iMiWXrsUVMiZLhjEyvBbUNQewaK8V023dYMl/f3vBuv2Xfd+wbi7Jaolw1ZKtxjaPre0GOF4/QJcWquq6X8bUYpLJS2EWFogVtaTd3GNujsyJsJ/Z34kLWbN5w9+7M99//SP7wiXQemM4jxurVdtcatTaY0QcWZ+naDrRi9Au/+/CexQd+/8OPnMeRHz994rwseDLJqOKoJFQhrTShDHiWeSIV6u6sF56PZz64YnPbOJasWZLm48MnHh4fOZ0Gnp6fMVqz39+IyxCasAQeP3xEKc3zp09izPGFR8pgm4YWzbtvfsXu5pZ5kml73/UyLEOGI0udwmuhdRWbj/Wxfk5UXAtqoJhnRLRS3N/fi2Pj3Rtyzvzw4T0hRobnJ9IyY5ui6VNiSDAvXqby3QbXtlgnjYa2glQZrTBK0zeOTdtCDGS/kAKMYWBQI49PzygFjdH0XVeawPmLz10ttusaWxuB66arfvV9z+3t7ZpVIQ1+XmlVxpjVdWqapj9KiaoICMB2u30hEK/i8qenJ0II3N3dFaruW25vb9fBlayvLx8XLtPy+vV5E1LXwGmaXt1oyPkqRXsWU56KZoQIL1Kii6GADMHlz7xSe4Spc11/KgXKGNq24+1XX3H35p5//+//PSkndpsdKSV23RbnGt7c3eGcxeVije0ixmnevrvFdpD0xJwCRE/E0dgOZxpqcKDKGuGDa3LKaAVdozC6QSuDb3vaxrJpWs7Pz3TW8rvuy7W3n9N1/3iToSAXgd51k5Hrf706n9Sd5/Nx4GePWga/189vrcFoxW1vcPZimlNp7THK0FnpiFaRu/2O2/0GZwyNk2GZs6J/2XQtVms6pzA6YsJUBtGh/BlRf6Km6pclg1+9qbXz10ZyL7R+8aZXTqSovZjTIsEv5YZx1rHdGnxY2O22LI3BWNEmuMkwjYrTKZeo+kiImePpjLULbdMwTwu7rkWlIlhVetWJzMGv4t16aGNQV4mn4vBiS8qplW7bKPrWMM0z/cbJzWPLgq08KX35Ing6T7SNvPcaWl0vnqp1iCmu049Lg/HHL+RLI19coOQny8KU8D5wOJ2xNjNOt2ijaFqZTMVQmwWZlGoAIw5V4hAjrlSswXeCYKRESWYvhXz5H0jxTr68vzqBzq9AggA+PT6h7+5xxkjHXvUo6jL1ST6VsL5JaFVZ0DRdLGfhQuuTyVAq6Iict+tN+OL45ddJGLD+vDRXkErwpC0C3qZYOVpjCN7jpnF9zJoYW++dnBK00KkWVJ1MTWtuhi4OM8b95VynKmQLiLAut8SUOJ/P5CgLiDaS3xJDZF48trF0my0xBcZlRFnH/u6eptlhXEtOER/FTc0XxEtQoYgtaKYR2QFKTStoTE23RtH1W+7u39J2G6rvU+Gpyav+rN/+41Ok1xyXRbw2CCFGfBRthqGSztYuX64B58SIT7OmWQuFrr7Wel9IppCydRCnIIkYUgJPA0qZwr0Xp5XLMEeV9Hkpipy1dK3D5Mh+23N/s6O3ht4ZGbyUPQ6j6BrHfr/De8+5rpHl9nxpFPCaQxOTIiVB/ZQ22HaDNo04FHadGCdkhbJb+v3IeY4choVxiWQ1o7UtNtFQ838UkJxlURrnGrJSLDEwPR8Y55kfPn7kPE08nY7MMRKU5Lf4JAhyWjwqZ6IvGqt0CVTzITKMM8/HM7vtht0widWssjwfTxxPZ87ngfN5YNP33N3c0DgHWYZjp3GgaVuG0wnMl/vyJ8QG2CrNzd0dbd9zPp0IXowiLmttXN3plBaBbeZqwqwuWoTrZuPabSmUlHhtLdvdjq7vuXtzT4yJj58eiCEwDQMpBNqNBEimJNd9iFG0i92McQ2uaTG2ERTGWFrn6JuWNits25OSIi6RpDMhitnIcZpKIWjZbbe8e/eVON594THP84u8idpsVNe2uranlARZKSLumlNxjXpLA9+umRnXSMnna01FI7quuzTrMa4BfYfDQTQ9CIK92+24vb1d2QDX+9K12Lu+5mt6znVyef3+dfL5lx7aVF2IIqey7hVWiRBTamOFDCHLusTV9Vb+RmH7XCEgYl8sduA33N/f8+2vvpUhR4lDuL+5o+s6fv3dr+jbltaIjuAcTkQC+9sNxmWSEgKVTpmsAiYbrBIjIlVylii2+mSpT2SIKlqHxjmclerm/vaW5D1d87ocjZ/bf16cj/VPRc6VOSIn6Pq31pZCvfy9iw3u5zhR0TzX1wBikmQUm01H35hCYa1Dr4yfIyGVvUdldp3jq7sbWmdkDylUYGctbeMEdY8FoU+hDKYKypcCmj9t+P7LAvuMXhuI+uZCCKhyY143GrlMQ4XbqdcFLoZC3VGAVvT9hu+++7W8ERXx3nM8npimibu7+zUgJmaYZhHkWmtIOfL0/MwwGBprsEaz3W9xjUS0Xy+wFaKUbr0iBfKJaivaBaOUiO+mMybBZtMSYmAJZZNK4OcvF1zlLGJSBetNUOullCVk5XNNRv4pU+TFRf1v0UZylmn68/GM1pnz5CVUTAndLUUjtU7hfoecSVqhmgZrlXjFZ1i8hFLNiy+LNMR48V+urYb0FMK9Ntohich1cXydx/fz4cDbN3fY1koiuFJF/H7hJNvzialM+GKI6CQFnXPikFDRBtc09F2HdQ1d2yFZFbbc4Er0Hn4plm/5hS4nlXA1q2rqsylrbSaVvARpGNOaPwJVlnQpXJ2xWGMlqKxtMEa85clZCvxcRFpaod1fYFpfN4cVsUocnp84HB45Hp4JfqFxhk23hRw5HY80Tct2u8c6zTgtWOe4vfuafrOn29xgTUdWhpAj0+xZfJSk5BBplCKnUByWEnOhv3WbHte0UoBEyNqidEO/veHu7ivablPulYQka8fy978cXepnTlMJYJTiyIZA30pAqOQGlYJfwTgtMmRpLNaZC1oQE34O5BJOpzXF2CLhrNBEswrEkJmGQPYzx+Gw8tmdbei6FmMdTdMXRyqHjwshBjabnsPHj4zHA21nwYJyGtWY0qwY2u2Wzd0trm3oNhsxUZhGUogS0FjTy6mUwy9Hb5UqNLtsV0cZ43qxlowLonaQZBDXN7Qp0WwcTWtwjSAYyzxxOh4F8coJ11j6vgWj0dawxMCPHx+IObNEQXeOx2dCjGzahg5osYRC3Qk+YlJCpYwq2TQLmUCW4sMYQkw8nUfy+weO40TTNLRtyzCMHA5HmZCW4rVpOsiZ4/MRHzyH84GcFT9+/wPKfHn2jTYWbRzKZLb7G5rWsyxeENhpLvvjkePxyH63w/Y9bdfSdp3o1KoVd9GVCWU28rJIAZRaA+aatuW2ZE/ti4lK2zRE7wnTSPILGY+xFuc6rLH0TtO2lpg8cfIs45mYZBjjl0BjDI11bLqWm+0GYiSHRRpfY0lKcj76vuO7b9+Rw8LTwwf8K0TN8zyvWrsq7j6dTqsdOVyYDk9PTwAr/awW6vX8jePI8/Pz+vPXFLTrKbbWmt1ut1Ki6lBpnmf+8Ic/cDgceH5+ZlkWziXnyVrLdrtdX9c6LCu03etm45rue13MXocBVor4aw5jLgL0kCSkL4RM8DWKQCicibKNKS4DZlhnork0F7L7S51lraHd9at5jxTDhs2m59e/+o84a9hvxUHt7k6cjXT05Bz5dErMcca2C0GJiU3WEoJrotAdDQZnNMYqiBqiTO8VmRyCrCWnAz/+8Dv8PDGcnxmnM+9//AOn0xHzirUuf/bn+v1Sp+VcmSGlkfwZclnt1yqyUf+e1ybj8vgv25aEKtelU6ITfHPT0zaON1tLa1VZO+LKlkEFlIps+ha76/jq/oY3NzuskUG7LiGrSiVBK7LQHuXPUjsX/UfNTvtTjl9MnXrhP424BFw3GuvkvfLU1UvdhvDf0+o80LUtu91WoJpe3C0eHx+ZpoldgSJD8XF+OoyEIFB3zpHj6YRS0HeN6DC6Bl0oXfXGuQ65KZfAS6SjhPI558Av4D3GZdq2QQdY/Cg3XU4sr2k0kkwKxMGpvAZ1QR+uIdL1dz779881GNfTjxfPlwVhOJ1HrFUMc8A1EWMk9IlYuv+itQk5F4vhXGgUNUgs4b3oZkTrIZQvLbHj8vyU9PYQ0Tpj22a9qZTihTvElxyn4QwKuV66Dqs1pAo3lukLsuiP48iiZlKZvDRWrrFN37Pb7YTT3XVSLLhWXmeZdoC8r0EXf/qf/Twu8LnRBl1utpzEDjdlsTSNVS9UWjGjLt7nq9uINbjGisNO61BkdLZSTMdF7iH75Y3Gz0Hxl+9ffS8nTueTBJWdz4QQ2LQdm65jHM4M5wFrHf1mQ0Kojca17PZ3dP2OttuiVENGEzPMS8D7hHM9uYtEVeDWuEgQWbFmbtuW3MCQZmKStFalHV23ZX9zj3EdMcmiV7attbH7fH37S2k1FKqIFWvoYyDTlKmioIIhSlM4L9J4dLlkb6jSzAVBF7WRQFFjFU2j5V6xRvQWWcESieeFGDPDeCLGwH6/wzpF2zZY29I0W7S2aGtpkifnQN83qGXCxIWmsSirhAvqDArRpvV9x/39HdpKmjZErLlwdQWGvIR1vqbRQDWiz8oB7aQpt1oaGX1+gjCvm6ttHS4lXGtxrcU6LevVeeH56YjWUgQpWvSmAy2NxjzNPDwd8CEyzQsxJbyfZXi12aCMocESMmQf8CqgfETpXMI+NUtZBnUZTIUYOY0Tcwg8Hk+YgoamGGWq3zTstlspuG2LXxaG08C8yNQaZXn48IB6Rbq1MsIQAOj7DU0TOTw/s8wL83Jegz2H85m+UD4aJ3qDxUsGj/cegphipFj3ls/2kzIVV1pjnWN/s2ez3bIraFfjHIvWhEX0VpiIcVaGekrTWk3nDMM0ExbPNIveYjgODKdBbJO1piu0PnEzFPvkbOT6dX3H7c0Nv373lhwDx+cn5unLrdBrjkVFo6vBxjiOa3hebSQOh8OLJO+KONRh3zRNK3JwjWbU45rOtNls1rC++rvDMKxi+6q7q8LzSrOtj1t/7/NGoz7P9ffrcd34/HkaDVVyVZB7JlcWQ7GUrCKCC9dHKOnOlqk5JTCyILZUtZfUWJu+L3rEkjllDLvdhv/L//Tv2WxaNr3FGkXbWmELLCMxLPB4ZlgSk/UEtRB0R9aOmCMqGZrcEmiwppGaRElxrsvLDDET4sL5/Mz3v/8XpvHM6fmBZZ54PnximWf0a9Y6KrZw9e/PmwxK7VaG2/UXVp3G9dZ1zVihJnpfzumlIamFfyxIhsEZw822Y9O13HaaxsBAwvvEnBIqRTIRpRK7vhXHvv2Gm10vesMybCLHwhwJFYJfm4w6BJW9OP/J8PcvWhGXxeMb/wLiU0qTFYQom5QqRZpfIIZQEA2BcLTRJJVRqVg4Fqsz52TjXhZQquXNm2/wy4KzPSF6lnkp1JNHsXesN2GZ2kjIWeQ8jIQQ6LoWV7i21yKry4S5WBUWcXbKkZAkF2H2sfjgG0IwBG+K64smxldM5pNMNmX4X29B5MagFErqjzcO8PMQ3eccwXrI48iU1TWGw2mSkDHVYI3GpIzG4Kwr9Dc5JznXUCoFaKy2KCc3jNW2iNcTqlB7UmkC5YIU29umiKLrHeTs66hT8zzx4eMHzqcjXdtgtaaxLUYbtpsN1oobjQJ2xcVJFXeF6zC+ai8YQ4DMmtApYYzy7xSDIFshSBhQzmuTWiH5vu8LUiLT2mE4rzD4Uqx2Y4porWicI/pAKNMnH4KQgZwtTiwKo2Q60VrD7XYvCEiWsLPwCrvHP3ZUqp6mbP45YoymaRz39/fsNy3LeOZ4OKFVZtNvcbYRPnehGXTdDdvNW2zTEZMt13EmoWm7HQr46qtfsYwnHj/+XnIG4kyKQaY7WqD5BGRjwBl2t2/o9m/Z7t/gmg1Ku3K/RKSVXAdnf/R9/RnP0tX/Q0YmlcYoUurKPStLf0wZ72OZAhbKQaG62MYVfVPAZIV1CWMatrstOUtDFmLkeJrwPooYNityPtE2nv1+B2SMbnE2YnWPbhy77R5tIaWJnLzQQPxC01lUY9Btg+k6jHbSoPQbjLH44IsmbiF6TwpSRJMSrlBLnQLzKotWg2sabE6oYjKR8dJ4GIuxZkW3tM1YBzf7jq+/uqF3mttNx+PuSNu0NK2l61uaxrHZdsyz5/lwJCmFa0aMtfStFNxGCwWk6TpAhis+Rrqk8CGSgzRU1gjK7q0iagkRtNYRiunEOI4ch4nGWhpnxbEgyfUnNqQwjBPLNHF4PuHjUrJ7ZCCjXuGDHoPQuOQ8XmhKi/ccDs+cTye8X9BG8+btG371q19xc3vLdr8nFHqfDPPiGgJa066XZeF8OhXTiZOgHTFKqnkSR79lnlnmmXmcRCgeJXcp5ohxBqcMtJG822FoMWSMEjoF0UP2qFxyQEImpYUQZyhrTTUB6NqO7bajURmCx0+JT2cJS/zicxcvVDhgXauvRdWVDjuOYwlwNauLW/2dSruq631FEz6nTl27VHVdx3a7JaXEw8MDcNFO1KbgfD7z9PS0ZoG1bfsTxsW19W496uu4rrtWhshV+OxrDqUu7NRqS7/Ss1Zqa/lZXd2JbMmW0WhlVhOI6ANxXoTFQUQZTddLlso4nHn8BP/0T/9f3r37mr/59TdYo7m72dI4gy4Dimka8cvEcDpwXs7kvQNjQCuy1UWcHhjiSFogkIg2Cn0K2a8zsOQJn07M/sAwfGQez4zDA8EvEE9oPNa+DtG4EKCumon675/85EtnqdVPqnKmrhygMtUiXWpGjbgVajKGiNHQOQkK3m46Gmt4s9F0LtOZiFEQdcTohGs02Vlio8kp0fcdXdvSGE0KXp5XFZOgfDFAqJQaYXrVxqLUrEqRPqtH/9jxixqNUKYE11NZVWxZfJDFxVlLLpODy6lUOCeLuVZa/Ld1mXaXNO+cwHtxGbi/vyPGQNNsCGFhGM4sy4xfJPm58jBDQUc+PjwU3+6RZZnLFExuyNUC8OpDrbH3IuiVRiPmQCiJsTlmctDSaART3Fg0Kb5iMp8vjcb1V20y0mdF0ufT9Ovv/xwf/XrCApeGZZw9ZtAczyNKQ2MyjTM0gCHTOgkNqoLCnCkTXDljxtgiEjdEE9aU0MoECjkQki9QpUwH3dpolHyB9Drq1DyNPHz8yMFZWmdkGtLvaBqZkPTr9AB2m41sHlYKmmoheD0ZksYIwmcLdy5NSCxp3ak0stebjlKaruvpupa+NWgFfpkJJbdgWeaVuiDnwuKNwWot98+yYI1G5U4aDa1KYxFpnePt3Q3WKGw5d8MrULQ/emRpCcQyVRaX2mjsujusuuX73/+WTx/es930bPdbrHGEEGmMo2m2dO0Nm+0b0JYYDVlpsspkpWi7Lc5YzNtfMQ8nhufHEtpWrICR61RS4zO5+PBvb99w9/Y7dvt7XCO0KbH/jkBgDTmiDg6u39Jfik51aeR9COhFFf0X1I1EJEtybWkF0Uf8IlNLox0pSOOB0qWQMGy2O0JY8GEiRDidR4KPhEWecl4S8+J5Mw2yTqqWaBNdl3BZs93tabuGcXjCLwP9pkcnj7OCgumuRXUtzvW0rqfphWMf54nnp6d1Si+Beh4FOFM821XmT3Qt/NlDKUPTiqNPqkOVLIiutjIAIi1iVVsajf1NB37PTd8w77dsuw6tLd2mY3+zK+if4XQemEMkJHGwUVnRu1aos327OvvknHl+PrP4QI8Vh6lqa13WuuAUyWq6zUZckIaZcZyZFs9pnGidWBIbZHMH0eHklBmHiWkcOByOpBzRVtz2gveX4e8XHD4ktI+gxDo+Ky1oTfBCw3l6ZPELpjQaf/03f83N7R3b/V4ofmUfqJSapeStDMPAcD6jgOPxyFQKYIUMBKv2bJln5mlmnibmcSJEcZiJ2WOcpTUWLdWkJAWrhCGhsiCWKolBcYgSnroEGJcyuS33vVUaRaLRb3FK6KI+LByeHhnH4YvP3edJ3bXRsNau1uXVpanqJ6qNbW00rlkQPye8/jmEuGka+r7n7u5uRUuUkqTwYRjWn7tuNIR+16yNxucOU/W4fg3X37vO44A/U6NRUW4qqlmbDb3O0pVSqGLnrY2wQYxxGGMLqgELM3HxQpjIMmDu+w5lYBwGFj8z+YHz6Zn/+//tf2bb9zS2pW0cOYnhip8npvHEcD4yzGea/gbbGjBi1RoLgyDHEZ8DUSeyTihk2Cl0bsXChE9nlnBgGD8yD2em4aM4Y6YFlRNOv6bRUGVl+ONNxkvy0xUJqgyZX6IClyZDcPT84ncNoFWmIeGM4rY1tM7y5rajbSy7XqzLVc1nUglrMspqlDIrg6MOX82LRgOUiqUm+Jmjzo6VvO9UMtb+lOMXY7yfcwgNgBJqiDZCv6nUDIVa9Qip/E8ZReME5tLGoIwiJQknW5ZAyoHzIM1B1/eEYJmmmRhnccOZZ9rWFVSiQI5+gRQwSlxKKk9SCsYKOZZuMYMUKuJKELwnpiDuQjGt052UFbGErufiw55fkZarSvqijMUuXUZZf6lX3OeIxs9Rp/7oc/zkd0VPEWPGB7HRbZqWrrHCb1RaoEyjREhQaCK5TBtRqfD1KBN/JSFLIWCdOCYJLUqJfWWUEJ1YAupU6YLDKywL67lL0ZNUImJRKZLaQIqGGDzea6ZxYJ4nmrYtVqwKk+XzMkbsGs/nc9lILNcF5DUXtk7/Ygwr/W/lSZafq42qtWKvLFoNaSRmNa4bWnWfStFDloCcGmgZ/UKYDWGa0NaglEXFVKauGiU3VpXkf9l5U//WNSNTKvmsNf1mJ5vj+cA4nolZY1yHaTqM68AoSfJ2Dbube9rNjlgcPmIp+pMGsjSnKSyczpJFM04zyyLiZmscS5J7LMRUjAWEl77d7rl/85am7QRp5LLE/vz7u3wuf6nj+qGDDygkw6VxVpAobclJEFGtpLAuCDPGynQ6I/QWpY0ggN4zjxM5J6xuMSqSo5GU9ePEmkFhZ963H9n0PV/dG7ou0vcjShnm0ZFzKIibxbqG2HQ0jcY5Tdv39H0P2RAyDNPM4sVy9IKQFyFWcWczKPFH1walX4dCAit1TIZ0YrjRtLcYZQh+kA0uDOQ04/otm32icTN9M5O1AWfZ7bbcvb0rG6Ti+UmyMqxRDMczKSRULMh2DOiaYZKliW+dxRkJWx1nSX52jUEbxUIkkNExwJTZWcvN7Z5WZW67hupqUedCzlpyTPi4iBuPXzCNxmlF3xtu7za8ebuHV2g0JE1eEGTx7KMgFYHFz8zLjGvEXjrlxGk44VPkcD4X2ohM/jIlV8ILR9svQqsCistYKg1GZJocx8OB4D1d17HMy/p71QHRaIfTjpyR6/Q0rOGVgo5C1zY01rHfbDmfz5wOol+ZJ0FFckWTnCN7j06JHAPT+SSfL0XL9oXHder3ZrMpQ8v70nQ+M03TiuzUZuxaC2GMYbfbcXNzs+ZdDMPAp0+f1jBAuKw7FS2qhiHVSrc+Rx101qHssizFzlU+h2q/W5ubz5uJz/9eB7zWWvq+f0GfqsL2Lz1kTytD62J7D5F14pA1ykjIntFiz22NxtjMm/s99/dvV3r448MD308jmUhMGddYbu72GKvIOpFyZA4T43Di44cfMDryzbtbyC1KLaS4sMwH5umIn54Jy4CeIZuOaBIqtqtzZzaObByKSEwzGi3h0Lm4o40Dp9MnhukRrResC7QtBXmBGDLOfPn+oWrzRbWQvfq86t79E8DjatJckYz690q1KsQpg9Rf1cWtswpnYNu0NFZzv2vXED1nNK0VqqrUlZncOmK8IHSqFHMS91B0LDnVvqd81vnFvvt5XVkp8Qq1Orn+j44vajTqk1dUQKBG0WisE+L6plL1Z09ExKmiQobrYyYvnt3ThA/iNNJ2Hff3bwk+cHg+EWPm08dPDMOZrrXFKUJ4kdFLIWe0nMB6s8sCEMnZlGbscsMqBEKK0eP9zDieuYiLFSlLKExSNfmXF/DhLz10cUECIJu1O6xWnYJGsJ7Da1eJ/1GDUd/TzxVcqRR03kdizLRNS983sGRUlrRWbc3amcfiRCJdUBb7fVM550qaxhjRztE2TeE7W2JILIvcIuEK9cpZwq1ec6icSGEhZkPMEZIhBU82Bu8FwZrGE8MwADsRnxpNLlOpusg/PT3R9z37/f4n56ieu2Xxgpz5sJoYXIfE1c/DGI11QkPTxqKUXukoFQ2p5zJ6j/jJJKwGUsTPM04r/OAwrUO7DYRELlkDqtC6arP0Zz2uFjTxPYXt/pbtdscPy8Lw+CSNRtNjmw2m6UkkQo4Y13F7/xXGNcQy6YpSF5OiFBzOWlgMh+OJ8+HAMAoa2ViDMpplluLEx4QPQtsy1rG/ueOrr97RdbKJVsckebVfXoD8OY6cYfFCiZsXj3OWvhWP95hKcnBJUMgliFCbiLHSsDZNKxSUGAmLZzyPIop0LVZHUtT4GZ6eBdkgF21CTCLcUx27bWKzOaG0Yhw0MTbklLHGYZuWFANNZ2kbQ7/d0vcb/BSYxyBF1jxilIj+JAwik4M4+1HuGatgoxX6z9FoULdTBcWiuOnvyc2WcTyQlhGiJmdDs4kYDLlfyJuZZtuzud1wd3/Lu2/elSFA5OGjuDA1RjM+CwVsPI1iXBGDWFuGiELRK0vrNH27RSvN8+nIEjzNRoSj4zKzBF8GApmbuzfc7G/4atszf3XHOI6czuf1XcSYWHyQsNXJo1XCtZqm0dzddrx5s+Pduzuy/nKNRoyZFVDOMtH0KYq71jIxzaNozbqOlCPH04Gn45GcFcpYdEGTVzvX0ixpEFpXZUTUBGa/oLXh+fGRZZoIm40Iur0YDcQo17RVjsa2pAiewPPxyDjPFwTAOfqupXUtjW14+PiAHyf8MjOdTiWsMtFYi9v05HZBp0j2nuF4vGgpX7HHLsuyIhH7/R6lFHd3dzjn+P777zkcDhwOB06n01qk1wETyEDq5uaG7777jt1ux5s3b/j48SPzPK8J49e0pTqUqo1G27YvxOC10agNSE0tv87VuE4YvzawAV5QperzViRks9msQnat9U/2tF96iMuhDIy0ziidyCoidgkAJbHcqsIYAWszzma++vqOv/vbv4WsyUnzL1bz4YfvqQ5LTWN58+ZWDDJsYppGvn//xPl84Mcffg954Td//Q7yBmc9OS1M4yPTeGAZBbFVYyarCVQgh1Zotxmya8jOEeLI6GXgp7U4UBks43jkcHzPMH1CmRnrPKYv9FaVCRpeYzr1ssl4aXsMV2DF2mxcVfTX6EcdmpV/Z2T2a8gYreiswhpF34j50f2+p2ssb282NFbTaIrOYp1mC3NAQ872BbOnPtFFr3WFsnAx2Fl/9PMatPy1Us//lOOLAvteCFqvXKjWLgrWky5vrmYt5EoCrIA6KdXQtyjIhs8MgxKahmtIKWO0FiHefofWwtmPyZfHF32BUfJWYow0jStQojyO1hWFEf1IpcTkIt69FmTJayrTvppq/ZML45cfX3/1hueDpP6u11pNKafa7+XS/HyWCl7O+br//BGtxs8JymtvrIrPdLV7VbZcXxoSiSWEguikNR08k4k647X4UdcO2EoyH8syy0eayvOnVHiZ4dL45CxC31ccQlOSoq4pIv+2dbSNo3HiF922jpRkCjnPIyGKSDSUc1mTXyulIKWrkMTiJe+aRjbVQu9QNcWmnv9yXuW6t3Rdj3OGxjVMRtyEFAi6p8VtIxtNtkboB53YJdpC7+jbltv9jraRcJyucTgtNCujTNHBvOrU/ZHjMjVZBXsKoTMahzINm90NTdtCSkw+Sv7CZkvT79CuQxlLUqVBVcVGFXGDm5fANC8M48S0LBLoZTU5TYglsGRmKOXQxtBtdrTtjn6zpes3QnWjNuFXLYbEdP8lTsifdNSixPuw5ghoYwsM/9KGkmKakBKr9XFMkRwkAHKZZqx1WN2gsfTdlhAUOT0RV/trSbpftGYaR6w2LPOEc44Ye3I2a2Cqcy3EhHMG5zRaCx1NaSuTxJTJUSbYy7KI0NNHaoq3UhBCAq3wSuPT6ywf4Xqit+LtKOVAK4zpyA6WaSLmmVBss1URlhrr2Ox2NMUZTowqNNY2NK5orqp1qSk2nzkAshYYrWm1w2pd3FQUfd/goiZpcVpTSovFeauhUdzd3vDm/g2zX5j9wtPTs1g6O0fbduJqdzyTAWs8beN4e7un6xxv3uy4e/uWbd8T+fJi2TYO4ywo4cqHWMWemrvbO3FzaltZo4wRCly51ogB5S9Uy9UuPeeiH/Kr9kKEvwaQdWscBqGNLksJ8hvxy7yufSF49KKwJTwzLAvkjHOWnOQ6zEqBSSsl1BmNypJXkpPQg5uST7HZbtnud7RNi2sbqlW+eYUm7fr+q2t41dNdZ4DVARhcCsJa9O92O96+fUvf92y3W47H4/pz183AdajfS7OZy/789u3bNfm7oiG1MQklsPjzZgJYG4r6HJ9bFOecV8vc4/G4vqfXHLpQ2VFgneQZta0pWlWxrG+6YmDiFMZC1zU0jcQUtG1inhamKbAsZ2L0KA1t23Bzs+e7776l7RpcpxmmAdtmaUw7g9KRYXwiM2D1RE4L8/hImE+oPGCYyIsmqJGcF/LS4EuQYGg7gmuwTYd14syntBNqV6lzZMQd8HGG5FeWhi4D8T9GW/tTjhw8OfqCVOiSnVkF4DLcLiboK2p3+bzLGqkEGVjLfSUJ3lYpeqexWtHaYlvbWhpn2LaGxmqczpLUnQuxeK0tK2oitVr9fHOF21VFsOp9ABWK/zkToush6/V/u0bV/q3ji5PBKxf2Whh1OfsX0ZQGCZmqm04p7uob8kV8JxOPTMieeZLNVBU401pH33W8ffuWpnF8//3vZbPMWfj6+/3KUYwlUbVpJGRM9ARlgqANyhhSCiURVsqZlNK6+NTiOEWx4HzRyL2ixvnNX33HP/3X/0oMiyRoa72eF6/qFDSVjSP9/AdYLpCfO/5Yo6EKTaw2WkZrrDaIzlaJ5z+JYR5ZvIcAKosdqfArAopE20hhr4DGWVJOTKPQOJQW54kUBb2KkTLNka76Nd7oADfbnt2mlwlwQc+2fScOUq1bHcuMzgzjxDx6Yh5IWRVxdlhFeTWBWynFsujV2rBpGm6MIE1t0zA3TcktKOfp6tyKS1lz5WL1gXEY0VnEptKQaYwzpUEr51+XUERtJPugabjZbmmclcA1XaFPjTMymUvmL1VY14CvujhqFBltW7Tr2Gz3dI3j8dMDHz++56bbsr/7ms3+BttuyCVgT7QZptDLDDElpmlmGEaeT2f8NHGz2WL0huH0RPIzSRliTlCcQnb7N+x2d9zc3rPZ7ki6JV26C7nsK+78/6dDUSbNKTMtC0pr9jspiGMMYt+ZM2IXLP2QFM/gGkvb9oTgBabOmWmYaFymc1s0jv3mjhQtOf9IDEXdlGCeZQo9nI6onJiGI9Zoot+QGqE/WiOFsFF6pU5pY8mI8NY6h0ajcmaZBsZxlqFAKIn2MZMVLDkStdD4llee6wLYfvYdULpDqYRtMuiGpAZ8HFiC0Dt1TOgMtmnpmh1N00AZEBmtBJHteuZ2wTVWhhhG9p8piVnBpt/RWEffNDilcUmLcZLtiTlxGE/MIWK0Rmtp0qxxvHv3Nd+8+4Z5WZi9RynN8XRmu91y9+YNh+NRvq8lKflm1/C3f/MN203Pu3f3bG9uud1vmcOXo0FN39J0DSknxnnCxwWlBCX85v/H3pvHW5bVhb3fNezhDHeqqq4eiu4G0h1oBjECDxQVDeQReXTQ6FOfhEEFfR+eBhAQ30cQFDGIAwSJEUykI0JEn0AMmkjAFzToAySCKAjI1N10ddd87z3DHtbw/lhr73PurVvdVbduM7m+/Tl960z77LPO2mv95t/RK3CHNvo8DClEKE9sutLarleGXSw80fWNCD2QOs+2JdcKJ0UfBrq9FRoRTqLyMptsx+IHYT1q6zpEJ/gucdljTYu3oeKjIghG6NCQUksoch3m7HQa91UYlQWrq6usra2xvrERQof0QkhWl9Fzqds3ux4YXcnZLjypMyjuLtHfdQQvioL19XWOHTvWew42Nzf74y8rGLsVja4XxiK8VnLs2DEOHTqEEILt7e0+/KqrirV8Lsu3TrbqzqH7jO5c5/N572k5d+4cZVlyzTXX7Hvc+u+mwhqbFzLmR2WEIhhhLRoOZVjLBmGNGQ5LykHO2pqiLB3VfMp0ukVVbdLakP8yGJQcPrLBjTf+A4bjktHqgNl8wspajhSe0ShDKcPm1l3MK4F0E7xrMJNTuLZCum0y0dJWc1wrcHWJU5qqsbTGkZUjdDGgHK0xGK8ihEdlGqkFKlOITGClwfiGxsyR1lKKsN55JEqAvoy+N97WuFZH5ULsUjJ2Kh09Qcuh92QIATJWvpSd3Bwalq6UOZkUlBlkSjEeZGRasT7I0EpSxg7gEhvWuE55kQqEXFJAl6qbRu9Ul+fYGbWWX7PjOy7JlLv/3iuKRle5Z1n77rSc3SXguoQsF0OnQmCowLDQyr33IU40dnruknSJidembUOCnbS0bYPONIPhgCNXHMFay3AwQOlgWVZKYUxo1DYerQTXcrT2eE8IR9Ci96z0uf9REHQuxCY655DCERtOo7s8kKgt7pdrrjrE8eO3YU2NLopQZ14Hr0tdx43fdRuFj2MW3tvppnHAo5E9BiXECd31ewgTwPev0yq43FQXg+kczlkk4Qs6Z7He9RVKvAkhFUKEWsmd9r/4rcOmH9zuJlzYSobu5nHS2q66Vhzntr28ykmHNzYYD4vY7yT8XqNhSZ7njEcDsjwHgjU3JEDW1HVLVQcvTbfhNrFG+2AwiIt5TtM0fT3zcXQ/53mBI7gGQbC7/HC3ARTlgLIo+s1CSYVCoSWx8Y2MZZYXm1J3y7QmV5pBERJZs5h03y08Xc+jgwlg2cmyGtolVkf/AXk5ZHV9I1bEAl0MyMshxXDMYLSCLobRYhsVDWIJPi+iV0MEwVBnjFfXaPOMTLV4Z7A+lFMVKkehYrUaGI1XWVs/TF4MQKre+Rtlk0Vq1c4r4V5l4QLf+biPMepShkp3xlog9GKxJnr1WCoPbR1N28Y8s66YRsx3EqGxo3eCvMgpmzLkVSCYVU30NIXkRu9DKF5VzZBKMp8NQ8fvcFbgRKj8Yj3Gm1BAxHoyVTIoS5zO+n5DrkvUrepYTSl6VON8ry3U9vLHeUlXXHpELMbHBg+oFxKV5YiyxNcyev41iKAsOS/6cVA6YzAcYy1cccVRqroiH+ZUbYOYTEFKRislZZazPhiQKUnuJMILWhNCk1ocrqpiNfgwXy1Qt4Z5XdPaUIJZyFA9CylomhpjW8BSlhnrK0dYHZUcWl9hMCgZr4wYjIZkeYG7nEx6GRqBWudi3lkdSsgTmo2hVAgZwffhya73gAcvfJ9vZi1tm/cGFts3YOsaiIbQRSFiQ0gRyoI6Z7GrqxhrOmkpKBNShDKXzoYCU9bircUohTMG09SYpqGp6uAhsaHy2trqathnhWR1bY2yLMkyHZtShsqT/VTZI/z3YlkOh+ryMU6dOoVSislk0ocz5XkOhGu8ix5YLk177ty5PuRpGpUkGRNou9K0nRKzurral7fdXfGq6/hdlmWfjL5clGS30bZLKu/6t3Tfpa5rNjc3e6NYp2D0RloXupBfFiJerzJ4YAWC0Sg0n7U2VJMajkryXFMONFmugkej0GSZw5gpdb3NdHqOupniseisZGV1hfX1NQ4fPsRoZcjqxpCqXgEZwrNXhiV5HnpqaOWD8cNqvCxAOAQa4W3of4NDilBwQBmHMw5XQdOamJshYSTIshKvugy/pZvvN5I+3KkL898vVx9ZYzgaL3kQlqOkdu4hIo5xH2bFwrsho9FZSNF7qYtMsjrIUAIKHWTRYRmqbg6LkCOY66Cz6P548bO06iNmerOPD17Fbj5LIfr7opsAS6GELH2PCykfF1uE4JIUjaIsKctwASy7m7oLZ7k0W6domBiS0wlQNlpbljUiH+PZ27qObnIdFv66ItSxD8JxKFWacfjIIbRWrKys9l/Ue89kMqVtW0ajEXmeM5vOFk182hBrGLqDhy0GIaIwGYRB3+VRCE+uBE5IhA5CfxMX+/3yoBuv5/Of/RTOzMmGQ4TO0dkAhGRrayu4rWMJxdCPwcdQg+5TuwuGGMPbTeKuIkanmnZ/Q9WjPFPkmSTTwQVnrcEYgVTBytnaNpbnbEIMemPwxoUGOFKEmvydAMzChexbT1U1SKnROpTFdT6W+owxqE38XarLrJx0v2vvw6CICdyxYVuelyitWVtfI4+ejbquqOs5s5ljNp1w+swWRTkgLwZ0FTSEEGxsbJBlOSsrK8xmM7a3t8myjCuuuAIhBHXToDIdF9zFRdUp00VRhOZW41XKoiDTeSzrGxJDyzy4NfM8lMfMspC8mcXNS2tNprOu53Uf2tD9zk4IjA+KsLnXrPhRUe2uYx+sGaPVDUajldBhvZpTDC2DxjJe22D10FGkVli6nB5JaDkdE+Z9dNWqjKwoOXLV1Zh6TjU5Q1vPaZ2gMSD1gDyX+MbivGDj8FVceeUxhuM1EIquonccjvM9GZej8V/s6CwZUpbxQN00fWheURRBmc/yhaDhwHlBaxyq60Jt2hCO6FqkCLHbwgkaXYdE+MEIgWJtbQ2lM2bNmehpDfPQW4tta7a3ztI0c7JC07Q1eR7CaBSg0Ni2Do38pKGVivW1IWvjdULiuKGaT1FKUlUV1m2FsC8RBErnBdZLKiOoL88JuTfRiCQQGONpmtAIVaDIiwEyU7RqSgtB4RQah8LaoLkrqcjzAevrhxgORwyHQ5q2YXt2jsl8Bl+4Hec9h4+sMihyrlxfpdCa3EukF7S1oG09lQMrpjgRyjPUTUVjW6Z1jd6eRA+wAqkYDAc475jOt6mbCk/L6soKN1x/DaNBwZGNEXmRM15bJR+MKQdD3GVUsUF6TFRItzbPUc/nmKZBehgUwevZzcg+nt+72FSrqyLHIiw5GtusdWFttsHYZLt9twv5i3+tsXjnGI+GoQpV08b93fTKjLee1oTQqSYKWDOtg7c8y8l0RnfZlEXOVVddGXMqM8rBgJWV4Kmq6jo0XtOLROiDUjQmkwnWWk6ePIlzju3t7b7PRlDmA10Pik6Y2t7e5vbbb+8Vja2trV4w68KwxuMxw+GQa665htFoxKFDh8jzvFfgut+mk0NWVlb68N3l0KnOMNt5Uzr5qSyDwaHrxzGZTPjCF75AVVV9/4/5PJQBVkrRNA1ra2v7HjeI4pkMAnieS7zXHDqkcKYrDgPDYU5eKAbDoGAoLVFKgG+pmzNMpqc5c/YEk1mFw1AMMo5edQVXH7uKa6+/ltXVERtH1nDOcu11x6KCbEPTYGnAG0ylcabCz2ZgJZIpeIu0DaG/Q4sXnqx1COup5nMaK3B1i6kMwgnKchhKpseKih63sNT7PlO3DymXYv9hZw/5B9cwWlnZ6cFdxED1xuxOCRDdYPfnsJCpdubiqJCTkUWvCyFXI8+CTCJc8BwqETwamZahybCLcTpaQWf423FeixCobs4v5HYZjcW7fNEX2Au7MPSL4ZJ9Rsuuk+6Edzfk2+nZWArl8cGPEFMml9y8MWGtcx1Gl27XJMTZ0NXQ+65Y4lLMmxA75JAQZhEmTzkYkOcF0+k0Vs8geiw6b0EnPC59tyjwKRnCvrwOvTZsPL/9oqgZloKVUUa+MkRlA4pyjBeKu+68g2lMxDLL2mT/3Xw/SXacQa9p+v5v54HQUoaSj8Oc0TCnyEMjrO613rs+PKNrtiwWUdU7xtPF+GkpJMJZrPTUraFpDFIS+4sEwTMk/ncTuCu1eHnSclHm8QJbKBpShTCkoECEPguCEGJQFHksTkDsseL68enCAYoihD5JKZlOp71VCoh5NKIb+aWxWIT7daULrVmUy5UiFCPIVMgbyTNNnmV9zlDYvDRKBsuy6AbYC4Twi98a0dfVvhyPxl6LxtKz3aoXf/WoeMuwQClr0ZmjHAxZcY5yMAodi6Nw1pWZPd/LIJBKQ5YzGI5olWSyeYq6NQiZobPQgR4h0HlOKIU6JC8GoYIT0Z3bzfn+Uu2U3cUifW9yoeIKEMs/i+CpqJsGNSiCR8MalNJYXEiyXrKYy7CLI0QsuxCFO9O2aCSFkmSZZjQaBm/a2XN908cQridjiEaoW+9s6GCvosvdOxDOY0yDtQ2ZUqA8bdVQz0NOm7HRKq8lKsvIB2X0bETh03RaXaw6d3CjGf8sWRSFQkqNiDelSjKRoYQi03n/cilEnGYhzFMoQV5mCAXeW3QjqU1G3mq0DKVghQ+GpEGZh/CpEB9KU4fvH+w0ksl0TtW01G2FsW30HIWGflppnG0ochUqIraGTHnGw4Jh7GKucxn0bC3JRyOK0ZhiNMJeRl1+a9qg9MWqTF2vHS9ilp0Ilf127Lve9Q3xOqEwGCzCvHM+5No5D9J2++7Cut6HTnj63lTWWpwP+Uidohyecyxq0vh+a+qSYruSpwjRG8G891EJCSHNRTS6SATSh2pn3Sp0OVX2Oku/974PGesStefz+VJFwYXHaTncCujDm7rKUV2DvS7JvIvq6MKsRqOg8Gqt+2PVdR0U+aUSw8uKRe9xinka3ePLHoutrS2qqmI6nbK9vd13F++O2ylH3fu7HJD9sgihWdgV80zilO/LxZalijmJglwLpKIPtwrWbcFgoKlrzWCYMRjmDMcF5SAjywU6k6EVhpQUefAA9YVnfBsqhxYGpzLaYhxOZp7hfR1tp2FtEsKjYrW8LEZSCNPimgrTzDDVDLBI5WnrGaae42wbKjf5cEM6XLceX0Y96is2xqysjnfMWt+vcYtHF/9aEvLD3fNC57piM0oKchXL3xPyZLsS5N6FPVt1co+SMdIlKhqxWmYvMfr+f4tzinNRylgOWOzey/dmZ67qxSlpl5yjYaMg3A1il2jV3V++qPI8XwjxzkWrGYilMJTOWwEhybjrGilFSKJxztM2NTa6gr3wYIIAZr1HxfCcINCGZnIegZCKtfEKZVlw4q67aFsDBM+J0CI23vIxCZ2YECliAzVProMLvwsLsj64FPeLMJscXpNoPWB0+AqycoXxymGEUNx1x21MtkN97SBILyUHdUIXXV2oLr0oCkKCfqMQIjR00TJUJygKzZEjI0bDgtEwY1DKOKYOE706LuSxInyIC/QiNlWMJg7rfLR6if538t4zn9VMphVCaIKXLsSFd4Knc4S29z4kE18O4+GAMpO9pwZi7wK6jdmFUpneUhY5qytjzpzdRkrBbD5nPl8swhsbGxRFwXi8wtGjR2OlKhgNh6yMxxhrmc3ni3FfmqvdfJ3NZmGeyrDpVFVYCLVSZFpR5BllpkKyW5H1m1MXQtXF+uKjFW5pQerEhNAkEux55vyLZ3e+zg5EmEddnu4iaSwsWLkXSJGR5wNW1g6hc43MggAYjiiWbvR/hQiVlNCaQQbVbMKtn/s0k2nVV7BqrMV5GGQDtM4ZrRxmMN4AnWPid/ZLR+0TwmMn1U4dvtecPXeHoK/hPp3PQYSExyzPeyHP1QZH2ytjUsbKMsKjhAqhKW2DsyHpFgRZphFKceSKI+TlhC/ceScm9n6wToVk/EHBYFiE0D7bUs1nCCfwmcc3oSGdMRXG1BRZTpFlzPwUZRV1WzNtJuRlxmh1EOJ9s4y2aXA+WEmtqenKMMPlFXC44OBF5VbpDO09SucIlVMOhgxyFSx1PvT2ME2Dsy22renKMMpCMVwd4G3BaFRQzWZU1TamrSmkxHgHTYPUirXxiJXREOXBGceZMxNm1SzkBwnJnSdPceL0mdBwzxm2t7c5vLbKoCwZFgVFmbMyypnPW0xTMcwVh9bGjEYDBuPQxbzRjqzUjI5eQTleY3z0CsR8/x7cdj5H+FD9T3cbuhC4GOogEeQ665OFO0UDPN4FCzFL172nWwc4r8/G0q9CKNEdunmLzgxLaMTro6IRjHTBpNQpO8bGpn/x1inXncKxu/ldUJSCly4TEo0g6wJfpMTL/e8V29vbTGJDwmWj0N2FgnTKQZdn0SVYL7+2LMs+vEnFhqWrq6tcd911jEYj1tbW8N73PTImkwnnYin+rjt4F9qklqpiLhcokVL2itLW1hbnzp2jqiomk0nfVbw7553hNsG4u7W1te9xC+PgcTYmSSuPlJANZOwFpaI1PRgrs0yidEgDCNtYGOvxSLOxMURIRWsFh46MOHTFmNWNAcVAkBWxopWQDAejboSDYtuG/ZtiiLcNGEtVbXN2+yyWGmdrumZyAkfmBJkXSOfRHkxdhTBpDbNMoOsC0wyZbW5STc5hqxmFit8n6ORY1TWP3b9R5YHXX8Ha2up55jbYuT8tR0Z0SejO772HdV6OHUfqlZcgk3SyGHHP6bOg4/tMvOZ3G0qX0x76Z6OS6bxHSrUjX3nZobA7H7u7Ni6GS1I0Fq6hxel3F+ritlh0TOzAHGSZqMXFhcnHcJHOIh2SwYNFUBQSLz2YdkmIBhWTi30Ulpu26YVtfNf0TtC2i1h8rYIVpSwHoTlWa/C+S5CmF6z6+Dm/89uGC5reqrFfvDOUgxwDrK6NyAcrbKyvI1XGFUfWmU+3EGfPMZ15WutDzkN/Fgs/0MLH4YLC4WNeEaC1ZFiESkxro4Ii16yvjhgMcgaDPMSY7nJTu86SEWeloKtlvnCXee+xwoHp8hVcrJ8eNr5Q99/hYtUXIUNTKxsrjVyuR0PKkPTqhSf6mXpLrzU2KKEm1Hzv5oBUIXFNty1SdTlBxPKkNU1b93HKoYt8qAzlrKVp6tBXxdjeQ7ewRtE3YZKIkBhvmlAGWMtY9Uf1x1zuTL8Y04VyuKxk9EIB0RPIcvPEewHvg8Lhdzh+AejKBHopkNHq0c2+ZeNIHxMaz7sLSQwJbaE/htQZOgv9W4QQmOkUayxFOaQohui8QEgd8zPiLPfhvHo9yIsdK/kXRcnYtR6HTZFY+CoUmghhVKa3ioaKUA7TLqp8hN87dk6PVqaQPO8xzqKciW5wwXBQhn4AeWiEaL2jtYa6bcka3Xt/MxnC74ZlQZGXVG5Oa01Ubbr66L7vdN3YOlSJEw41j1/M+hDG4Vw/34QMxhbtBAfGeeO4sIZlWYErDFmuULmK8dgOZANC4qwKJRqdxdsmlFd1FmtamnlFVVexWSwMBkOc84yGA4aDEq1zhNQ085qmbplMZ2xNJsyrhqoxCCVCJRwU4FlbX2V9fS2UYFW69wBnWYghl0qExwQhKVwrxsMx5XiVYmWVYriCLgaoy8hvccb2vXYUIlwTMS+jE1ZgpxV0sSss/t3f73U7H1J6ojeb5euVGEEg4l8WIZXBShq8x/joMYdY1lzQGhO7mbfRwEhv6JNx7ev2zS4ePhjzZFA0pAxV+rqE/8uIGug8GcvW/c6zsVtg2mnodH3eRucB2W2kCcVDgnej8zzAYh4vVzSsqoqqqnYYXbtjdOFZJ0+e7I996623cscdd3DmzBnOnDnTezGWPSNd2G+fDxhz/bp8kcupnLT0JXfMKym6YgFLNxGrJQkfPWxdfL8PDeNGBd5LjBGsrhYMSoFSLXW9hVaGPPcxXD0YJWXfz6zBO4twDc6F5rfWGnzfpbqb0UHm6PYgKUD5bp0NVf1MPcO78N62muFNg/AGLUOOp4qhrVJKvHK7hPpLwzYVzTysHzKWZlbR+2W7inB24c2SsSBPkElELwcsRwqF7+mDJ1yqfv0M8o6JczPmVmU6yGsitJcIl7hjNpv3fWWkVLSm7RtFKqViY+JFT7wQWulCnmksPLC7AWbnvei+S5ZlF+1JuzRFI8Z1xnt476hrs8Ny0DRhkghBqMbiwTtPFmM3WxN6FHQXuI8eCWNa5tWMPA8uSSkUQoQStkKG5iJFVhJi/iuMCZaDUC0hOF99LNO4vR3qZK+urMQYyVWU0pw9e4qz8ylKL7ww4foMbl5no8fD2/g9Yw6HkBSFxlyG0Ne6mvVDK4wcHLnPVQzGG1xz9fUUecn2mTvZGBd84lOf4a4Tp5jMKuZNyCkJ6kSwWHWOMB8vtvArhNg8pQWDMufKI2uMhiXXHN2gyDWjlYw8V6yuDsi0osxC+IuNseOhoV/4jcJGEoTLINx1Df/C64RwdF2zrQFQuND+M+SV2BYhQ5Uw50OuhvXBa3Q5KJWFKjq+c3P6/jeq6iZafbskx/C9slwzHJc44UKjv9jRvDUNZ86eQUrJ2toaMgp3eZFhTEtVV2xvbbK9tUlVV6ESV6eJRgH4xIkTSCk5XWgyFaycgyJnNMgYljnDIqfMF/kYy+UJwzoSYtMhCg+dpSB65bz3vefQXEa5x7uj82SIzh0dT6bzFggRSvh21bK8CL/xzoOwZHToVYQ4VjIkfWeGwWgVITQb66tIKZnfdjuNnbO2cZTVtQ0Go3WEKvEyXGvLlhix9P9O6/B+8dC9xU45e9k0JCBuEPPYH2RtZYXhoKUogtcheE4bhHAxsVdiYw5T7//RoUJX21SgJThLpjOuWF+jyDQrKyPAUTcVxrWc257QGBPKDmcF43LAeDjm0MZhhoMhJ07cxaape8+klGGlmNdTprMp1hla16IqxXw+7eOArbFUVVfGNISMDnKF0veeKueFXzQyE2uxe3MoWtHFcirbhApltsGZCtNWNDNP2zRsVzOq2ZzNU6dp64bZ9gzv4corrkZKxWgUE2rLVUBw+uwZJtsTbrvjTs5ubjNpHI31lOOco+MrKPIMnSmuvfoqrrziCKauMU1NXc2ZzycMhiWHD6/Qtg3z+QznPWe2t1kvCq6/5jpWNw6xcc19ycsRxXCDVu6/u7WZV2QyVAgrhQItqDOHVWZP6zxALJYfFNklI4yIHhAkfYRAMNJ0wlUUIlhSWqLhLhTFEajYfDBGr4W8MiEoihytQzPdYJ2vYiXIuJrENbPvsQXRmivJpCJTmlJn4a/SfViyu8wLezabMZ/Pe4G8UzS6ZOyFYGV7Ad45x3A4ZDgc9rkYy4pD9966rtFaMxqN+mN4H+ZyV81wNptx7tw5zp49u8Mi3HlLrLXceuut1HXN6dOn2dra4s477+xL4NZ1vfAO+UX8fGfoXPaudOeyu7zufpGxjHQI26EPYe/+rWUoEKL6eRDmTqekrq4UDMucQ4ccR49aysGA1TUosilnT3+Gej7EmjWUysh1KFutZGhhUM2qYIB2Lc4aZtNztO0sdKYnFGEIwdkCGQ0DHk9GDLUXHonF1VPmmw1CKtAaU9f4eoqylizXCOdR1uGEwGVBplkuRnCpbJ05xWzzDNbZfq8fjcZorZjP5rStYTab0jZ1n+ifZ1modBU3Xdf1Yeo6scc2B0pnZINhMPopRWsMk8l29CyG3J6NjUOhQFOm6fKZrXUcv+NOJtMJhw4doizKEIpXV32I+GQyYT6boeLcCddw6EOT5Xk/35dDC5erzGqtWV9fZzqdXtQ4XVrolDVYGxNkdfAKdBericnMXfgF3uGs6Uue9nGJbejC3bHsJgpxa8HKJoULlZmEQBEsbdIH8VrJRU1swWJx7DPn44IaNoZ5SMRcCscIr4jlRvtEIBk04hgy0BnhO106yOGXoWhYC7GUoFQCpQVFrigLzcbaiPnhdc6eXsObJlw4M2iMxRjXWxeECIu89yFsjKjJKiXIC81wUDAel4wGJeNRrOYw0Ggd6l9LFbqpL5byTmoLVtcQtyP6TcgvSXyLrx4SJaUEVLDUhlpxwYMhsGBDXLCxMQnrMq3yoTfH4t/d+QQPhcc4jzWdN63rNt15GDR5EazMUoYFaj6fs729xenTp1BxM8xiGEmIj91kNptGxauzYPvFuLgQvxwjMNAq/JaZln2lqW7x3TuRamFpXIjp533p8Ni95tEIFZ86L9bO7b1LYlv+Dn5pDsTrrfNq7Lqyuic8xITaMUoqinIQLCF5iTaevCgpikEIuRMyWHg6jWfpXMJFGD/QA2L5XO4t4neIHyuWHvYAQkRP3aITsNYSsvD757kOHhnvsM72FdqEjH9F9JR1gy9id16lyDNNWeS0TY6Jtb2QC++OiAYQFaw5fcPS3jMriJ/rFz1uusw473DG4qXD2+Uy2sHo0q3Bl7PWXZC+W9xizQ8CYYZSIsrLManZe4SO3lVBSHbPDaq1KF2gtEXqDOlA5yXEeaWUYjAakmcZKivD7yZzUDlZOaRoHC53ZM6j8tAHJZRC1Rw6fIT1jUO0TVA0qvmMrMjIsrBO13UV6nNJ8JmiHKxQDFbIyzFSFwiVQ/TM7ZfOo9np696HSjSCbu2Ons64bveruegMFkuePxE8Z2FOdDMnvEep7jde7L3dNR/eF72w8XoUS/tPsCOEqjZCKoTySJUF5XRp2vhu7Vja3+NBFt4TKfqcgC5Zd790Fn5YFKvpGhdKKXeEixlj+ue68vY7w0qiB2YpSXf3et55T2azGW3bcu7cOc6dO8dsNqOqql7470KuptMpTdNw+vRprLWcPXuW6XTK5uZmfwzTW6x9f/6dV2j5luf5jr+X7dHo50n3c4nOttaH+vRyCItQHSno80Iz1fWQCqHpRSEpC4+SDW29RS0a5joUuLBZiRQKKTO8g2oehFrhLM4b2mZGa+ahzH7Mueq8J8sOiG6KhrBUD97irQBn8c6CaVHeIZYqiQon+vVWyKWCKPtga3uLTAePloi/lY2heNU8dqKvqz5p2rQt1a455XxXjCF4FTrjmlQa3Zrw20RPWvBwhT0ny7K+4lWQyWKeBqHokjWWtmmRSGazGbPZPBqPHbPJjOl0SlHk5EVBXTfMq4q8yINSE/e0TtnuPBrdXFwubnAxXJKiMZ3Pcc5EbWqEQNLUc5o2VHWy1jEoc8oix5poFWqamDQckv7atqWJg1QUobN0lmcoqSnlAA9MZtNQHz7LYknD8AVzES68MnYW79y8rnM39T0HFM4JNrc2qep5r/E7ZwCB8xLrBHmWU5aDJQtyE7U4gbdx8kmiEG1jnsf+2G5rrJTBFS4NXtTkuWU0hH9w/VUcXS1ZH2hOnzrCp2/9AneeOMWZzW02t6dksXKRjlYNYy1Na8KCLUODqtW1EaPRgKuv3GBY5hw9vBIE7TyEHohO8JUihMoI128i+NADw1rXt6a3rgsZ6r5BWHWUysh0gXeLEpWmNSGXwxqcIcSne7/Io7iM2ugAxvoYC7rYh6wTOBdKVhrjaJpQyWNeNTR1gydY3YSU5GWONQ7TBiH4xIm7OHvmFHd84Va6nhVShU7zzoWLuaoblHAUWsa4ZghSZoyzBMosY1AoVscFK6Mho0EIV8tjwq6IwqGLIYKLZk8hAXJZbg9/F1ZFHyuQ+b0smJeLJ3rHQjhFn/MQJOheIJDRm4GIgXvdGPTSdvRi7BIOHJ1yBkJrrrzmPn2zOGsM47UZKq9YWTvMeG0DrUtCs7/QeKwXvvuxiQ8sKxlLm829IRT7JYVp6cFIOB8bjSiT6SwkRQqL1kPyQjMoV6jmDbNpRdM46sogpUcqh5AepV3MR8sQKswXrRU6Dz0UDq2vkeeauprH8L4cpTVS6lhGOZQinW1vMd/eommrEGsca8Rb22KN7Tc/IQV5V4u/DcU1WmNQUpLleS8cSHwow2svr1LcPRIFG50VQB4fi/PeOlAFQjmkN2jf4myDyoeIbEZrFLqYYZzCmpZiXMVqPWO01gyH41hCWuGtI19pGcgRV16bsVpVWGFx0rOyskoxKMn1gEznrK6tMx6Pg0HNWZq6op7P8T6E+85mE/SZ06hMU4xGrG4cYv3wdZSjMUKN8aLAowlq0f7oQ56IPmwBqNC8U+LBS0z0mGmREVr/iIVntFNGli+SXrinV0yk13jvFt7mThnohBWxOAcEyCXvphChImPrBU7qUFxASERWYGPFxO7W7a1Cyv69QqpQ/zs4MAm2Po9rWpzdf7mzwWDAsWPH+kpSy9Uwu5CozivUeReWm+d1laZgESrdeUGccztyNIQQfR7G1tYW8/mcj33sY5w5c4bjx48zm836qlPr6+torTlx4gRnz57tvR3LHpVlT9VevTo6hSJ4/3SfgF6W5YF4NLqqQ114T3AuS7o+K1IGw4YUwdCrRFQyiF4O5RdKo5QgdWikW1pKtc3k7OeotKbaLsNeqwu6Hlx4gWmDh0JHQ0ddbWNNgzdTpG+QIuQkqLgvIUXI1/UenCMToEWQNUwXSeEd2kMmQEgf9P9woWAFGBtCdS8nJP5Tf/dphqMheB9LncN4NCbLNE3TYp0NpaGVYnsyAe+p5hV1XYffWMneo9hdK5nWFGWJ94viQB4QSpHnoVTyiRMnyYucYjhmNBpRFEGBG5RluKC8xDvBbDKnkjUn7zrF9tY245Ux5aBke2ub6WTK2voaq2urobrZdMJoFCrCWWv7PKLt7e3+GsrzvK+yJoToq5/dE5c0woIg+DghQsysYIfmLUTcLDMNPmiinWDl8X1uxnIyk4gJBqG9fdG7IF106yKDBuqhb3Iju4Y7XfhHJ5xFAagrZdo0Nc6ZELaVBQE9CKuLikh07/ULS5H3IWkOgjy+LODul8aGTR8fNnJj6pAzYjK09KFm8qjENSMOr40xbRNcarEWudYaHRUOE3tDxFgHilwzHBYMyhBXrHXoKK0UfUyxjdYia4PG3AlJXZ+TZWtSZ93y3b+Xk3F7ETXQeVfC+AULrrG2z81YhAvtH6lUHzrVVyNCIKVDR3deqAQk0CZ4LzJnsERBS4cyfUaHvKAuZ8QaE+ZyTMbr5mfobWApslA73vWKRmeZCwldo+GAQZFT9knful88ujrVnYX4fJdFN34LZS78e2dH+Au97/KIv3OnZPS/++Lp3sIZvYW9C6n38e08Xv/WaFHB+97CmmU5XgWhEEL5QQjx+SE8S/Vzqr+GlwyzOz6pk5/uZZdGZzm+J7wPVcpCI66MptHIPFQa64UVEwsqxFKL0oeNDzxdE2kXiy7IWNUnyzWFzcOG7z2jvAilWvNQVMC7WHLUB8+UdaEfkSB0gfXRardslVz2HPe/L11YjQhrO2HjvlwFdzkuffn+eT68pXV8IRiH58XSfeE9ShfozJGXY0AxbFqsMWRFHQ0uQ5TSoUKaDPH/zjmGK+vIrMRIzbBtsMKC9IzGY/KiINclWmWMRisMhiNsTKou2oZyGENZTIsqSnzsEVMMh4xW1yjKEVk+QMgsCE6LtMz9DtyOqb1jDsYfc5HHFa2o3XOC/iIWe73fd8933lmJlEu/A3QxU71Ve/k533tIYhCvJ3g1BNFbLPA+RDMEATDmYMb51Xs04rmGtSLmVnp/nsB96UPne6G4iytfDN3OZNZOyVjOf+ge6+WMGDmx3Jivk1vatuXkyZN9OElVVRw/fpzt7e2+h0c357v3Lys4Xdj47vNb9mAsdx1fbty3KC6yszfTQRE8movr1i893hkm6SUE4l/Xe1qFDIqHVh4tHRKDMzXWG1oRIwsyExUbHa3s8UidjGSqoHTG8rfdvuO7dbnfijrDl+tOY2H8igWIhBcIt1z6eclodpnbSBALBIh4HUbDd2tcbArd5Svp0HfGu/46Ch5BHS/bGEJF13xBLGTgeM0EvSrIOSH/SfXnsDjmzq2xm2dSdN3mVcwTWcwtJbs5pINxdMmjtpwXJITYUYSiU4YvhktSNPI8x9mQQNtEjQwRkl/KUY5SIWZdSYHJMpxp0VmoCT6vauZVg9KKoizRWvUJWECoRb6yQtM0nD17to9Z68JuvDXM51X/xTrhe0dp3Wi1CC6fEBvnnIv9N4KW1jUGFKJFSk3hQgJwZ9mw/f2FpUeIUFJwh8/uEtma1RSDAukF25NzNKbi7OkRZr6FbWZktFyxPmB9oBgNcq675ii3fuFOjp842V8LeVGE5ls+ViOS4cIUoXUBUoIUIUwMMkJFqNAAra5qnPM0XkULQqiH7ky4Hp0NG1zXxyQs+K67hug2HdftIS6UJQ5CVrB+Cqlw1jGdzYN7z7rozh7ue9wAxqMVdKajEA5LqwyD+JvXdU1rDOWspK5rymZO1VTx93Qh9C3Wkzcxj8OZtt908L4vIiCBQiuOHl5jYe+nt/h0QuTq6oiiyGPzwGyRbCa7ELcgdMioIPW5GnEOO79Qvhf5SvTP3VssOwzY4W3q1ct4PybIGx+sR50FCZb9Mb1gSPzT1fJGghAKnZcI72llg1SWw1dchXWO4WgNlRXgVXxxrJ5D/JzeLcLOPWH5FJfO+iCREMJklg/cD8/yButDLG5TxypSNUcOrTEsBwwGiiIfMJvN2dqcROXARu+HBBm9D8ZRNy3WQ+M8rTWMhsNQzUortFQcGo8pdEZGiLtvTct0aqBTNLA4EaoB5Vpj42bSnadUS9VElEfahfu+E4KaugHvUDiay6wUt5x8G85gt6KxS1/sp4/sFpz4Igs+NDdVMqdUY3S+hjUtq0eO4Z3FuGAFFyJ2Ss+KaJUNQsv48LG+RLrzDk8bFL4Y4qhEjhQaleUonffGpk6AsTbmR1hD29RBqJAaneUMVkPfkywbxE1cIy+9anyPdR4lu/kfDCOdd6DD+YUA4omCrFBRAFmUT12EwHmsi8m9SwpEEBziWHdCeHfJyYVSAyx5OHaaGnqPmVco75CuE7B81DW6sBC/UIyUQsjgKcY55k0T+vm2hvoyoga6hqxdidrOKtuFTHnv+8Z90+m076uxnANR1zXz+bxvoBcqFI77krZdFalz587xx3/8xzRNw+bmJm3bMp1OdyTOrq2t7SgG0n1ud03s/uzdoVHdZ3bPL7++y9XoPB0HQVD6FtG6ywoY3gWvFaI3/Hari8D1QraIJWTDVaDQgHQeV4OXAt8E71wT82p7S0hUglW89r3rGjnXgO1LK5s48+KZhFBLolJLXFajAVw5t5is8YuFKAyBtSFSoiu6s1/Ga4dYGY/DtbSkdDprKYsBQgoGZYnONM6EVIJsOGJobMjXyEP/JeeD3FrNq/73d86hmiZ4gIqccD1ClnuuOVbG/lwh/DPLg8fbC4lzNqyjyCjHelbW1lhZW+u9K4NySGtMLxtnWQihQtB7/aRSDAYDhsMgvy0rGFmWsb6+vkOGvzsuaoZ2i01VNzgTY+l8KP1qPFH7AqU9VlkkAmsarGlpm7YXRqu6QSsVrXe6n9CdVSPPC+qolCxr+2GDDPFtXZJqsPBnffgUhFJ81toQY2tMqIzkQi3wLFuUvFNKUWsdLNsiWD9sTPrqOm2aLvas0+SUCkmTS+NxaWPXBmuYtAhdYa1ne3sSkkGmFb4xMZHe4IkduOVSTCjEC4tg4WOnxTJUjfE0begTUtdtsJDKMHbzqsHbuDx4sE0QvmMIJMa4KHNKrPLR2tMuabddH5IQSx+qKYTOsnXTjZUMv3UTLqjWWbT1qFhX/lJDXLrX120bPm+pRnx3szGRqo39LMIccP2t6wzv+87lnefK9d9hUVkqfg1YeNzE4v7iuRDf2XXe7DpAexc2attb47vKEkFKXsQld4nhPuYwxSSwpe/df/c4tvuac7PJ3rZVH5ch3yVwd6Paq1Qx1E7GsYrC/7JCQadwdGPi+0fb+ERY9D0ZwV/RNsFLVzehGoeUM0xrwzh1FpwlRUPGQA/pRaxA1T3P0vksfa1dX3M+m+x77JYF4N6Rs2xNW56D1iKEp21NDA01weMYTLZ9QYWwKUZlWXi8AiUsbWupmgbtPdK6fh1z3kUlDDrVzlgX9DFc2Oh9NxpBGVRSLcWe+360pHVItWhoZq3FWBNjhMH5UEEL79GEvhH7Hbutra0d8fBLWu2uN+y+u8ds9bFHjrdA6ETtTPD0tm2D9w7rYwdrQgGPzEaDSTyebVuc7WbXssLqYlSRCcmkDkSz/JpwRta1wcsZi2KEz7EY3+Kmc6Rq0a1FxkIYXXnU/Yxd09SxdrcHG+ZK69pg7YwV/5aNE8sWSbF0rE54WVSxCfHzLuY97nkOUXHZ4V2KdOuelaFC1Hn5Z76LBFgYTPq1o1N8YjSEUAorJNil3AkPtCbMwX2OXRfGsZzA3SWDd6+rqqqv5tQpGp1HoAuvstb2gh7QC4OdJ6NTRs6ePbujS3dXgSfk/GQxb0v3SeRdDkY3drstx8teDWttbwDonu9yTbr8kM7SvOwF2u8ea4yl7eQNF/Y3Z8N+hY/Ne53AKYmxoNQiakIJMBKUBm1CCKa2Am003oNSFmv8jtA7qbr5s5wX0zVQBny3J7d4b+M60Ku34b9+TXaLfSF6ypz3IeyoX6aDQcY7sG3woNRNKANb1/tf66q66j1dubUQw4mMMTHUNRg7VBsVjTi/bBf10RkY4286j7k9pgv5i79zJ/uESyXKMNYxmU5p4nGl1uEat5bJdBIStbvytyoo+CZ66/o9JoZENW1D09a9McbG8+yM7Mv5SkCvBHdlm+9x7PxFcNttty0bMv7e32677baLGbY0dpcxbmns9j92adzS2KWx+9Lf0tilsftyHrc0dvsfuzRulzZ2wvt7VuOcc9xxxx2srKxc0Bry9wHvQw3sa6655qJj09LY7W/cII0dpDl3OaSx2z9p7PZPGrv9k8Zuf6Q9dv+kObd/LnbsLkrRSCQSiUQikUgkEolL4QDaSSYSiUQikUgkEonETpKikUgkEolEIpFIJA6cpGgkEolEIpHYN977vvtxInFPXG7PlMRXFknRSCQSiUQicdFMp1Ne9rKX8YhHPIKrrrqKoij4d//u332pTyvxZcrJkyd5wQtewNd8zddw9OhRiqLgXe9615f6tBJfJA6m00sikUgkEomveqqq4jGPeQxra2v87M/+LP/gH/wDpJRcd911X+pTS3wZcuLECR7+8IfziEc8gte+9rXc5z73QUrJfe973y/1qSW+SKSqU4lEIpFIJC6Kl7/85fzxH/8x/+2//bcD60qd+OrlB3/wB6nrmt/6rd/6Up9K4ktECp1KfNnzLd/yLTs6pwoh+K7v+i5uueUW1tfXecc73sGNN95IWZY84QlP4LbbbgPgc5/7HFJK/uIv/mLH8V7zmtdw/fXX45zjT/7kT7jpppsYDoesra3xhCc8gU996lP9a8+ePcvTnvY0NjY2GA6HfNu3fduO52+55Zb+nJRSXHPNNbzoRS/q40//+3//7wghOHfuXP+epz71qQgheMc73tGfpxCCD3/4wwDUdc3jH/94Hv/4x/fdZhNfOpZ/4+72tV/7tQBMJhOe8YxncOWVV+54vvst93qvEILJZMIP/MAP8KQnPWnHZ7Vty9GjR/n3//7fA2HuP/e5z+2ff8c73nFe3fb73ve+vOY1r+nvL88t7z1Pe9rT+Jqv+RrOnj0LwKc//Wme/OQnc+WVVzIej3nkIx/Ju9/97oMbsCXS2AX+63/9r3zjN34j6+vrHD58mCc96Ul8+tOfBhbXf3c7dOgQ//yf/3NOnz7dn+Ne4yCE4JZbbgHg1ltv5clPfjLj8ZjV1VW++7u/m7vuuqv//Je97GUIIfiX//Jf7jiv5z3veQgheNnLXtY/dk/Heuc738l973tfvv7rv57hcMi1117LK17xih3dgXeP63ve8x6EEHz7t3/7js+/u/kB5/+Gd0faJ+49nHO86lWv4oYbbqAoCq677jpe8YpXAPDRj36Uf/yP/zGDwYDDhw/zQz/0Q0wmk/6973znO9nY2OAhD3kIZVlyww038Ou//us7jv/Lv/zLPPShD2U0GnHttdfy7Gc/e8cxut+w4/Of/zzXXnstL37xi/vH3vSmN/GIRzyClZUVrrrqKr7v+76PEydO3Esjsjd3N04vetGL+If/8B8yHA65//3vz0te8hLatu3fe5DXKJy/rnS35Tn2n/7Tf+Lrvu7rKMuS+9///vz0T/90n2t1MevOxXKvKRp7XfTdItIN6F63b/mWbwHgGc94xo5F6fTp02xsbOyYbC972ct2LEqw9wV7Tz/wlxtp7M7nWc96FsePH+9vXTzwbDbjFa94Bb/5m7/J+973Ps6dO8f3fu/3AuFCefzjH88b3/jGHcd64xvfyDOe8QyklBw7dozXve51/M3f/A3/43/8D6SU/PAP/3D/2mc84xn8xV/8Bb//+7/Pn//5n+O954lPfOKOMVhdXeX48ePceuutvPrVr+ZVr3oVf/RHf7Tn9/jQhz7E7//+71/we1pr+d7v/V4mkwnveMc7KIpi32N2KaQ5d2G89/1vfPz4cZ7//Of3z/3cz/0c73rXu/id3/kdjh8/zgc+8IHz3r/83u42Go145jOfyX/9r/+V48eP96995zvfyWw243u+53sO5Nz/5b/8l/zZn/0Z73rXu9jY2ACCgP/EJz6R97znPfzlX/4l//Sf/lNuvvlmbr311gP5zGXS2AWm0yk/9mM/xl/8xV/wnve8Bykl3/Ed37EjIfbd7343x48f5w/+4A/4wAc+wKte9SoAPvjBD/bf/T73uQ+vec1r+vvf8z3fg3OOJz/5yZw5c4b3vve9/Lf/9t/4zGc+c944XHnllfzH//gfqaoKCCFQb37zm7nyyiv711zMsU6ePMktt9zCzTffzIc//GF+/ud/np//+Z/nda973Z7f3TnH85//fMbj8XnP3d382A9pn7h3+L//7/+bV77ylbzkJS/hYx/7GG95y1u48sormU6nPOEJT2BjY4MPfvCD/O7v/i7vfve7+ZEf+ZH+vSdPnuT1r389z372s/mrv/ornvvc5/LsZz+b//yf/3P/Giklr33ta/mbv/kb/sN/+A/88R//MT/+4z++57nceeedPP7xj+fJT34yP/uzP9s/3rYtL3/5y/nIRz7CO97xDj73uc/xjGc8414bk7240DgBrKyscMstt/Cxj32Mf/2v/zW//uu/zqtf/eod7z+oaxToFf9uXfm93/u9Hc//6Z/+KU972tN4znOew8c+9jFe//rXc8stt/SK0T2tO5fERfdcv0Qe+9jH+mc961n++PHj/e35z3++f9jDHua3t7d3PPb1X//1/f3Tp097771/+tOf7p/85Cf3x/vRH/1RPx6P/draWv/YS1/6Uv+whz1sx+f+v//v/+sBf/bs2f6xl7/85f5973uf/+xnP+t///d/31955ZX+53/+5++tr37ZpLHbyWMf+1j/nOc857zH3/jGN3rA/3//3//XP/bxj3/cA/7973+/9977t771rX5jY8NXVeW99/5DH/qQF0L4z372s+cdbz6f++///u/33/zN3+y99/6Tn/ykB/z73ve+/jWnTp3yg8HA/87v/E5/Dsvj+v73v99LKfv37B7Tb/7mb/Yvf/nLPeDf/va3e++9/+xnP+sB/z//5//0T33qU/1DHvKQ/rf8YpHm3IV5/etf748cOdLfX/4e3/Zt3+af9axn9c91v+Vf/uVfeu/Pnx+7edCDHrTju918883+Gc94Rn9/99x/+9vf7ncv29dff71/9atf3d/v5tZP/uRP+mPHju0513fz4Ac/2P/Kr/zKPb7uUkljtzcnT570gP/oRz963vc+fvy4v+GGG/wrXvGK8953/fXX+ze+8Y07HnvXu97llVL+1ltv7R/7m7/5Gw/4D3zgA977xbjffPPN/jd/8ze9996/6U1v8jfffLN/2MMe5l/60pde9LGuv/56/0/+yT/ZcQ4vf/nL/bFjx3acZzeuv/Ebv+Ef+MAH+qc85Sk71gjv735+eH/htX8v0j5x77C1teWLovC//uu/ft5zb3jDG/zGxoafTCb9Y3/wB3/gpZT+zjvv9N6Ha2r5Ovfe+x/8wR/0j3nMYy74mb/7u7/rDx8+3N/vxu/MmTP+oQ99qH/KU57inXN3e94f/OAHPeC3t7cv6nteLnc3TnvxC7/wC/7hD394f/8gr1Hvvf/EJz7hAf/Xf/3X3vvz59jjHvc4/3M/93M7zulNb3qTv/rqq887173WnUvhXg2dGg6HXHXVVf2ts2iMx+Mdj+V53t8/dOjQecf55Cc/yW/8xm/wvOc9b1/n8eIXv5hv+IZv4L73vS8333wzL3jBC/id3/mdy/pu9zZp7C4OrTWPfOQj+/sPfOADWV9f5+Mf/zgA3/7t345Sire//e1AcMF+67d+645EtFtvvZXxeMxoNOIDH/hA7xb8+Mc/jtaaRz3qUf1rDx8+zAMe8ID++ACbm5uMx2MGgwGPfvSjedGLXsQ3fMM3nHeu73jHO/jMZz5zQavdC1/4Qt70pjfxyEc+cs/f8t4mzbm92draYjQa7fnc/e53P/77f//vfOELX9jXsZ/5zGf2ltS77rqL//Jf/gs/8AM/sO9z7Xjd617HK17xCh7wgAecl3Q5mUx4wQtewE033cT6+jrj8ZiPf/zj94pHI41d4FOf+hT/x//xf3D/+9+f1dXV/rjL7/uGb/gGxuMxV199Nddee+1FW/c//vGPc+2113Lttdf2jz3oQQ/asQ52/NAP/RBveMMbAHjDG97As571rH0d6zGPecyO933jN34jX/jCF9ja2trx+Gw248UvfjGvetWr9sznuLv50fGrv/qrjMdjDh8+zKMe9agdlvCLJe0T++fjH/84dV3zuMc9bs/nHvawh+34DR/zmMfgnOMTn/jEjseW+cZv/EY+9rGP9fff/e5387jHPY5jx46xsrLCU5/6VE6fPs1sNutfY4zhiU98Ih/96Ef5X//X//W8MMgPfehD3HzzzVx33XWsrKzw2Mc+FuBeWdf24u7GCeCtb30rj3nMY/p99MUvfvGe53ZQ12h3LV7o+vrIRz7Cz/zMzzAej/tb5xFcHveD4CsiR+PHf/zH+eEf/mHuf//77+v9F/sDfzXy933s8jznaU97Gm984xtpmoa3vOUt5wkj11xzDR/+8Id573vfy8bGBq985Ssv6TNWVlb48Ic/zF/91V/xtre9jV/7tV87z03Zti0//uM/zite8QoGg8Gex/n4xz/Of/kv/4Xf/u3fvqBL/SuBr7Y5d8cdd3DNNdfs+dxP/dRPcf3113Of+9yH8XjMgx/84Es69tOe9jQ+85nP8Od//uf81m/9Fve73/34pm/6pss+5w984AP84R/+IX/913/N61//+h3PveAFL+Dtb387P/dzP8ef/umf8uEPf5iHPvShNE1z2Z+7mzR2gZtvvpkzZ87w67/+67z//e/n/e9/P8CO9731rW/lwx/+MH/6p3/K5uYmL3jBCy77u+zm277t2/j85z/P2972Nj772c/yxCc+8ZKP0YWR7cVu4e8XfuEXeMADHsDNN9+85+vvbn50POUpT+HDH/4wf/Inf8I3fdM38V3f9V37Vk4vRNonLsyFzuNiWQ6fXaabK5/73Od40pOexNd8zdfwe7/3e3zoQx/i3/ybfwPsvD6m0ymDwYDXv/71PPe5z+XOO+/c8dwTnvAEVldXefOb38wHP/jBXmm8N9a1vbi7cfrzP/9znvKUp/DEJz6Rd77znfzlX/4lP/mTP7nnuR3ENQrh2pJSctVVV+35/GQy4ad/+qf58Ic/3N8++tGP8qlPfYqyLPf1mRfiy17ReO9738uf/umf7kj6uRQu5Qf+auPvw9gZY3Yk8X3iE5/g3Llz3HTTTf1jz3zmM3n3u9/Nr/7qr2KM4Z//83++4xhaa2644Qa+8Ru/kRe84AW8+c1vBuCmm27CGNMLBRByDz7xiU/woAc9qH9MSskNN9zAjTfeyLd/+7fzj//xP+4XuY5/+2//LePxmKc+9akX/C5vetOb+Kf/9J/y8pe/nGc961nnWQe/EvhqnHMf/OAH+Uf/6B/t+dyVV17Jc57zHA4dOsR73vMe/vAP//CSjn348GG+/du/nTe+8Y3ccsstfP/3f/9BnDKvec1r+LZv+zZ+9Vd/lRe+8IU7FLX3ve99POMZz+A7vuM7eOhDH8pVV13F5z73uQP53N2ksVusGS9+8Yt53OMex0033dQnly9z7bXX9uvQ93//95+3hlyIm266idtuu61Pbgb42Mc+xrlz53asUwBKKX7wB3+QZzzjGXz/938/SqlLPtYDH/hA3ve+9+143//4H/+D+9znPqysrPSPHT9+nF/6pV/il37ply547nc3PzrW1ta44YYbePCDH8xP//RP0zTNeZ6aeyLtE/vnxhtvZDAY8J73vOe852666SY+8pGPMJ1O+8fe9773IaXkAQ94AHDh+dKNzYc+9CGcc/zSL/0Sj370o/mH//Afcscdd5z3WcPhkN///d/nh37oh3jMYx6zI0fmb//2bzl9+jSvfOUr+aZv+iYe+MAHftETwe9unP7sz/6M66+/np/8yZ/kEY94BDfeeCOf//zn9zzOQVyjEK6tBz7wgRdUGr7u676OT3ziE9xwww3n3aQ8WNXgy7o2nfee5z//+bzkJS+5WyvK3bH8A3dc6Af+auLvy9hlWcaP/uiP8trXvhatNT/yIz/Cox/9aP6X/+V/6V9z00039a7qH/iBH9hheegqYlx77bXcfvvtvOpVr+o3vhtvvJEnP/nJPOtZz+L1r389Kysr/MRP/ATHjh3jyU9+cn8M7z133nkn3nv+9m//lve+97085znP2XGer3rVq/jP//k/n2fxW6Zzgz/vec/jbW97Gz/2Yz/2FdUE66ttzp06dYpXv/rVvO9977ugsPSZz3yGpz/96fzmb/4mj3rUo/YlsD/zmc/kSU96EtZanv70p5/3vLW2Tw7skku7+8COaj8d3Vz6zu/8Tn73d3+XZz7zmX2DrBtvvJG3ve1t3HzzzQgheMlLXnLgXXrT2C3Y2Njg8OHDvOENb+Dqq6/m1ltv5Sd+4ifOe93p06e58847OXHiBP/xP/5HHvjAB17UGDz+8Y/noQ99KE95ylN4zWtegzGGZz/72Tz2sY/lEY94xHmv/+Ef/mGKouBpT3vavo713Oc+l6//+q/nZ37mZ/je7/1ePvShD/GqV72qTyLt+Df/5t/wnd/5nXsqEhczPzq637Cua/79v//3ZFnWC7EXS9on9k9ZlrzoRS/ix3/8x8nznMc85jGcPHmSv/mbv+EpT3kKL33pS3n605/Oy172Mk6ePMmP/uiP8tSnPrVPYH7e857Hv/gX/4Kv/dqv5Z/8k3/Cu971Lv7Df/gPvO1tbwPghhtuoG1bfuVXfoWbb76Z973vffzar/3aeeeRZVkfzvuGN7yBBz/4wfzWb/0W/+Jf/Auuu+468jznV37lV/g//8//k7/+67/m5S9/+b02Jntxd+N04403cuutt/Lbv/3bPPKRj+QP/uAP7taQcDnXaNM0vPWtb+WXf/mX+emf/ukLfsZP/dRP8aQnPYnrrruO7/qu70JKyUc+8hH++q//ekeS/UHwZe3ReM973sPm5ib/1//1f13wNd57qqrqb53lsyv3tvwDf/rTn+a1r33tRVuKvpL5+zJ2w+GQF73oRXzf930fj3nMYxiPx7z1rW8973U/+IM/SNM057nDb7/9dp7+9Kdz44038h3f8R0cO3ast1RBqDzy8Ic/nCc96Ul8/dd/Pd57/vAP/5Asy/rXbG1tcfXVV3Ps2DG+7/u+j//9f//feeELX7jjc771W7+Vb/3Wb72o7ySl5I1vfCNvectbvqK6p361zbk3v/nN/NEf/RFvf/vbdwgkHfP5nO/8zu/k2c9+Nv/b//a/7ftzHv/4x3P11VfzhCc8Yc8wkte97nUMBgMGgwHf/d3fDdDfHwwG9xhW9rrXvY6PfOQjfdzvL//yL7OxscE3fMM3cPPNN/OEJzyBr/u6r9v3+e9FGrsFUkp++7d/mw996EM85CEP4XnPex6/8Au/cMHv8tjHPpZDhw5dtPAohOA//af/xMbGBt/8zd/M4x//eO5///vvuQ4CXHXVVfzET/zEnuN1Mcd61KMexVve8hZ++7d/m4c85CG86EUv4id+4id2VBqCUB1nt/LRcU/zY5nuNzx69Ci/8Ru/wZvf/OYd8ekXQ9onLo+XvOQlPP/5z+enfuqnuOmmm/ie7/keTpw4wXA45I/+6I84c+YMj3zkI/mu7/ouHve4x+2oQPbd3/3d/OIv/iK/+Iu/yIMf/GBe85rX8G//7b/tw+ke9rCH8cu//Mv8/M//PA95yEN485vfzL/6V//qbs/n6quv5l//63/Nc57zHO68806uuOIKbrnlFn73d3+XBz3oQbzyla/kF3/xF+/VMdmLC43TP/tn/4znPe95/MiP/Ahf+7Vfy5/92Z/xkpe85ILHuZxr9KMf/Sgve9nLeMlLXsKP/diPXfAznvCEJ/DOd76Td73rXTzykY/k0Y9+NK9+9au5/vrrL38gdrPvNPJ7YK8KEHtVnXnpS1/qH/vYx573/qc//eke8P/P//P/9I/trtzw0pe+1AMXvHW88IUv9IcPH/bj8dh/z/d8j3/1q199t9VMvtSksbs47qkqzTI/8zM/4x/60Ifeuyf0FUyac186tre3/erqqv+93/u9L/WpfMWRxi5xT6R9IpH40vJV2xl8fX19R23+xMXzlTJ2t9xyC8997nPv9lwnkwmf+9zneNzjHsfP/uzPnlfBIfHlwVfKnDtInHOcOnWKX/qlX+o9OKnT8sWRxi5xsaR9IpH40vJlHTp1ORx01vzfJ76axu5HfuRHePjDH863fMu3HEjpy8S9w1fTnLtYbr31Vq688kre8pa38Bu/8RtJUL4E0tglDpK0TyQS9x5ftR6NRCKRSCQSiUQi8aXjq9ajkUgkEolEIpFIJL50JEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgdOUjQSiUQikUgkEonEgZMUjUQikUgkEolEInHgJEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgdOUjQSiUQikUgkEonEgZMUjUQikUgkEolEInHgJEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgdOUjQSiUQikUgkEonEgZMUjUQikUgkEolEInHgJEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgdOUjQSiUQikUgkEonEgZMUjUQikUgkEolEInHgJEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgdOUjQSiUQikUgkEonEgZMUjUQikUgkEolEInHgJEUjkUgkEolEIpFIHDhJ0UgkEolEIpFIJBIHTlI0EolEIpFIJBKJxIGTFI1EIpFIJBKJRCJx4CRFI5FIJBKJRCKRSBw4SdFIJBKJRCKRSCQSB05SNBKJRCKRSCQSicSBkxSNRCKRSCQSiUQiceAkRSORSCQSiUQikUgcOEnRSCQSiUQikUgkEgeOvpgXOee44447WFlZQQhxb5/Tly3ee7a3t7nmmmuQ8uJ0tDR2+xs3SGMHac5dDmns9k8au/2Txm7/pLHbH2mP3T9pzu2fix47fxHcdtttHki3eLvtttsuZtjS2F3GuKWx2//YpXFLY5fG7kt/S2OXxu7LedzS2O1/7NK4XdrYXZRHY2VlBYDnvviHkNLjXEvlNnG+ofYN1jusA+8EUmqk0Hjv8DiUVCihkAiEEBjfYGgQgBIeKSSZ1HjACRAIpAiv1UIiEKj4V1qN8CCRwEKLlFIGrVICCKwxOOvw1uPd0nAQju+FBwHe++5hhAAhRDgWAqQAPNY58ODw1HXLr7367f14XMrY3Xrrrayurl70+wC8D6f96c/fzmduv4OPffLTfPijH+OqK45w//sc4/7XX8ujH/415Lkmz/SXrWa9tbXFddddd0njBoux+/qHPwQVtWXrLB6PEBKEwDqHx+OsxTsHce5IpdBSIUWYP957vPdIKdFa9Z/hnKVtm3Bn1/B57/s50d0P73H9sZYf75BSIqXEWotzFiHkjt9GSolSqn/Me49zrvvUeD8cszWGD/zlJ/c159782l9BlQNQivVj15APhozLEVpqZpunaOYzTpy5i63ZNtOtimreUuIpgKuvuJJrrrgCJQuULuNkdGGMRPzeccBc/E28t+G6khK0Qo1XMM5x553HaeYVZmsL29Q0802cqVHaISRUHloEdblCqwtO3/YFzt55F58//nk+d/zzyHKMGq5C4xBzx3iUcfTwEHA4Z5hO59xx+yk8IHNNVmSsHl7B43j/n3xoX2OX6bAmfDmwa3pd+HX0y9yBfKaz7GvsfuiFL0dneZgy3uPx4Fs8jsWCHM44rHEeXFjsRPfhe5/Vrr8LhBDx9xIgwvXdXZ/ddSbjvO0flwIR96V+7RcgpIy3sA8IIcM+phRZplFKobMcrTVlUZBlmtXxmDzLWFsdU81nfNs3f8O+xu76hz8MKTR4UDoL61z8YaWQSCk4ctUK49USLysQLe3M0NYtQmqEVBjjMa0DL8Le5STWxH9bcFiMa5AS8jyegAu/U2sMznnaBnRW8KAHP4zV9Q10JgHPnXfdznSyHcZLiLC3C8VovMFguIKlwfoG01a0zYy6balnFZAhKRAiQ8uCrCxYOXyY0XjE1dddi1IKZ2qq2YxXPvuH9jV2b3/H71OW5XnzAs5foxcv6F9IfOFCVtj9XtH9EeElnfwQn3bOgTG4M2exbcO5+ZzWWkyWgdYcOrRBWZbkWYZUasexd+zd8bFLuZan0ynf9Z3fse899vd+880MygEAUgqcd5w6fRfz2ZQ7TxxnNt0Oly6Cw4cPsbKyyrH7HOPo0aOUZUlZDjDG0LYN8/mc7a1tskxTDAY452ibBtsaqmqONYa6qpEIBkURrqe4H8ZLFyHitPcWAJ1lKCUxxuCdQymFVArnwxrSti2taVFKoqSkKAeMxyOUVuR5hpQCKRRCgFJgrWU2r7DGcvr0WR7/HU/b15z7yEc+wmAwuKA8cMF5dw908konayzkg258ds7N3d6E5eeXj3N3n3d39/dCCMFkMuGbvumb7nHsLkrR6E5aScVgkOO8pd2eY40Lgr/wFHmJ0hmZGqJkTndVapWhpELKsBHUdpvKbCGEQYgGgUfhcQ5a6xECtIoCopRx4wk3YTx4gXfhgW7wfRTkMp2hlKIc5OGcbXxv3NukVEglsdZgrIkDGv4Xfgj6v2FzFGEziptQPJtLEui7166url6iouEx1mGcZ7s2fOaO03zq88f5+N/dysmT59g8fQ7hHf/ooQ+gyDNWV1e/bBWNjks9v8Xrw7zw3iOFgE4RFAKPwPn42ijgd4K8ikqjFCL8rtaFBacXQEAIj/fd6rbzAnPOBYVXq14Y6R7vXtddyMvnq5RCSokxAmsXgsyy0rI8Ft4TBArCgrG8sOz1+osdty/cejuN9UitubEYsH5Ecc2x+7G+usbW9hGqumZ49fVsNzWbd55gdm6T4XybQT1hODmDP3c8XDceRFtDNaN1UDvwKsfmIxAej0N4g3IzkAo3PIReWWPlax+NLQeIwQBrLdX2FDeZIOenyVzDxrF1ypUBcrgOesDf3HmK4ydOcNvx4xy/4ziTyRThc5Qu0MMCl1mMamkzmNkanMOZhnlTUfugLGZ4hHM0cxEUz32OXWd4+PLgoNSHS2c/Y1eUA3SWL10nnmDTcnFcu9eDc+H68c6FW9BOlo7qd/wJG0G83tj50sVvdwFFY1nBEDtv7FY4ulu39ksVhBit0VqT50HRKMoBeZYxHI4p8pzV1VUyne177KQS/ZriTQMI8iwP65lQKClQIoi6WmeoTOGaira2GONwLhhhtFRxhATOCnBxnUEgHYBC4JE+KBDG2fC8VwjvsdbiveHM2dPUTUVeSoSEs6dPMZ1Mwl4rg6KVZxnGzGmNxDLD+Bnz+ZzpZIJpPW3jESiUbNAqx+dhL2/qLYzZYjq7PcwRJ2iqet9jNxgMGA6H5wl63ncaLCyv42LJsuS8x3lH27bUbUOmM4o4h421CClQSuEB6xzS0xtEpZR4oGkb0Aq9sY63Fjuf0VjL3DucgGIwYDAYUOTh9/SdUrN7rdmHorF7LC719Z/5zKdZXVlFConOFM45brv9c0wmW0ymW7RtHWUlOHv2DEopptMJ89mMa6+9lsOHDtE0DUE3D7KbUoo8z3HeY40Je6mUOOeo51W85sO31FLicdT1PBgTvUMQlF0pJWVZorWKc9xRliVZljGvKqq6QUmN1hlFkVGWRbg2i6Cc6EwtXevheyslybLsvLlxqeM2Go36OXdP71+el3u9dlmmcM71t7sT+i/0mctKz+7bXp+3+/y6+xc6z37e76Uo78FFKRodC61KgJfgwg8oPWhZolVOkY3RukBEr4NWGiW7TcbjaGnsjCD9Q9iEgnCP8yDDwhfkfxespt5H64zoFQcPQZDw4HzcELRE+Ghl6TQ8F05XeIFUYcPweGT3+R688wgvcDi8F3SWtvBN4yYU//viIeKEs1R1w/Z0xmQ2ZzadMVWCrUIz2d6mriraovgintcXn90XSb9ALz13IXbP//Mvtt2vFxc85kKQWVgLutfvfk3377u7v/uiXz7+7s/aD2fOnGXetkidcc10wnA8RglBkWVkWYH1ktwLCl2SFzOarCFr5mRCIEyNm23hrAsei2qOn27TWM+s9ViZ0eTD4EFSHo2llBVC5+A0TulopZZYITFCYp3HWYdyHuWhyHOGwxI1HCGyIYXeQgmJ9Z7aOIyTOJEhdEaeFxhpwrUswQmBx2FMS2tN8DyKqGj4cHx3z0OUuBfoPQM75m5YR6WMq2j/fNhMew0kWol3XH27r8VONjjv2u4Osbgu9/q761BR2IsSX/Qo0is8ov+n8yC9x3fKkd95nINQB8Ox7eLjCQpzMKb5sAfFc1jemfAieCWsi4rU0om5cDF0O5gDhPcIR+/J8NaFlzkfrMTW4bygmoe92jqFlFDXFW3TIJzAS4+VCisEpq0xrcJQYXxF21Q0dYU1grYBIRxOhu8nRY6QnqZRCGGZzSZxr5O0dXsAoxhlh+63Iv7uu9bfMLr9G4IA3LZM5nPK3Ia1yFna1iCkRGfhdzfWxogMGT3kGk94HOeCYUpKlM1R1mDrCuMcrjsn4tzvDJqXIFfc3X5zOUynE5wN3ve8yME7JpMJ0+mUpqmxNni68FDXDXjP5uYmKysrHDlyGGtM9OAvBGTRGfjidadkEO6dddjM4q3FGBvmcxTzrLNYZ3oFpDPABUUQgkFAxpvCI/vrRPTPBcM2IoxviCrgvHHujn05Y7iXAL98zAsJ7xeSWXZ7IO5Ovrmn4+w+vwspFnenaFyIezq33VySotHamsYCAgaDMWU5QqgCITTlYIUsK1hbPUJZjlHRk9H9hPNqm3m9jZ84ptUWxtQYU0WPhgVkWEydx4YrERsnhxAET4Yx9N73pYHoIjqQHueDG8MphSQqINHC5QgXuxMOFDGcKygnwgVPiZUhFMfvcqk657Dmiyu6WGsxTUNbz2jmE3LfcHgoWdWWws7w1YTtzU3yTF+URv2VzvLC5axbbOx7fG8pRLQCBleqMYY2vtda27+tHzdx/oXb/bvzUCwrIcsLxl5eh26hXQ6R6u4vWyl6r9wuy8A9uvwvgvd95ENMZxV5WbB232P4MmduKgxhgW8bizIFhSsQtsC1mqbx0BiyLKNYX0Fai7IttW+YnauZVi1ntirOzms+f2YbnWdsbKyxtlLywOuvoBiMKQ9fgVo5DHqM0wP86CioNQbXZMh5xSExY6AcVz/wasaHx7Q2wzjFo47cj4fMLe/b+Guy8af4/PE7OHv8Dq644krue99jGN/SuAphG6SdMzu3yanbNqmahsZaMqkYy5JRMeB+R68G7/kQn9j3+H0lEkTlLy3DYdFfqyKekbUS5z1KyWAJjl4F0wYBxViDEzYokC4KH34hwPfLMcuWaLGnALGb85T2KHT689YNj49hMcKDdMHu1esdMTzYSYF3Mni8UQgk3gXhoG0trbH7Hru6qek2HyUVUkisacAZ8qJEy/CJ2kkyB9oLvHSoTOCkw6ouZEpiW0/bWqQPrxcSlAyOftEJNC3Bkl8bnA9edBc9+zjP2dOn0VozGmu0lvjWksmMTGiUUGA81lvmTKjbKagWL1vqqsU0IYSrbTxgQNQoqWmaiqxRGArAYU0VwrVah2nMvseus1h775nPZ1hjwFrwkBU5SmtUnqOUhhiOLeLfpp4zb2puO3Enn/7CrWysrHH14aO0bctsPifLNMPhMHhmqxopBGVRoJViMBoiECF0R0qG64eCx8cZGtNy26c/ybnJFsPRCF3k5KJAKhUUR9/rgfRqR5yWstuXPIgglYTfrleYFga3S0kA3wutFH/3d39HVVUcOXKYvMhRSrCyOmbFD/A42qbFGocxBucs89mUL9x+G+PRkNWVlRACpTXT7S1OnjpFlmUMhiPKomB1dRUPVHWNs5a6rndY7L0Poc91O8c7i5RBZptPK7yDUWvI8pyyHJLpnNZ4WlNjjUdKHRRBnaFVGAelNGVZ4L3DuhZjLE3TRNlh55jN5tN9j9vyd7hQ9MFuQX53GNTu1+4VKnWh1+6WE3b/3f18d77Lj+0+z457UmrvNUXDeYPx0WugsuiiHSJkRpmPybOSYbnGcLAS3LpKEy6GsHw7Z9AyB6/wTmBaFzwLwkVLpQC5sCi5KPwFi83SIO46r85K4Lzrb9JLfGcBEsS4SkdUI3oLlhACiYzuT4+Q4X2ue15GS5hfxPjuh93W7AvTTRTiZuu6HY5cCsaFYpQrBlqQS8HdudYuWfHovAQXEFX2q8hcrgLUjd15LvHw5N7CVecq3RUm0b13wU4Fba9zvbvnL+X+ssCzl0Kz+32Xo2QAnDx7lul0RjEYMJ3PqJoa4wzW26CoGYd0EuUlihCaIaQKm3CWobRAWAtG4vMCl+WYxlMjmDQtJzY3yYsCUeaoQuN0DnlBVg6RxQCkxguNlTlOgcrHCHK0Lsi1p1jZoBiPcFUQeNZWxqyMNIcPn2T98BYntitksU05XGN9ZQMrWlpR4UyNqzW2qeMAdtZfiRKaXOWslKPLGrsvJy50/Vzu/Li3KLMMhAiWxKgEGClwLiga/bUoRB8uJX10wwu/ZDhY9lwujh90i6hyiB2PXpCdyoZYfIYQvSKz27Yct2qCl1vQeTeWLBz9Xx/3J+cuTki4u/OUMS9DCoEUoETIMyu0psgySpWRq4xCCbQUSC3IchW9jw7vRNhfvUNZE5QnJWP4T8gdkzbshU5EC7QMxpte4I3jY5sWby1N5nBWhjzM3oAX9uWwltigommD0GF9cTZ6FKJRyOPwMu5XQqLboFBa0+Csp2kspt2/ogHdbxA8naZtccYESV4E+UCq4G2QUsb8G0GXc+Gcp2obtqYTtMpYHc5p2pbpbIrOMizgrGU+r1BSYp0L3ow4ts5atNagFTLPyHx4rnGWeVPT2DZa7C3GWpQXCA/We+zSXA/zYLHviWC3x3mwPuYhyriXORdDCC9vLciKnLZtqaqKeTXHeUdRhnBBF71nUkpQ4H3wWBrTMptOmE4nTCcTyrIMRj1rqOsK732fy9TtZ8457HJIUOfIjAbsHTc6wdj3uRhShvBFuxQmqJQISpsI+SVKhegVrTXWmpA/7D3WmuCZjIqGtTZ+j8ufc8tC9157914ehguFJd2d9+HuzmH5/Xspnhc69u5jXAr3iqJhxJyt+TYA42KDLHoztCwZ5CuUxYBcFiivyFVGlnWxqoAfIaWnarYpJyNMXTGfWpSATAmUAp0F16qNE9ALATLE0wkpUEVYFFQU+K21cQeKyeM6xOXL7vUxET28Sy4meHCoQRfgJQRaaGKAYXhW7Jw0BoNRX9yNXUqBVpK10YBjR9YYm8Mc8VdxaG2dY0ePcuy+9+PaY9cwHI2+KN6ML7nXRCzHBcpOZQToPQd9rPMeAn+Xv9EdI3yfsAV2R1r+jiom7HXeid0Wid1xkHspM3tZGIQQwYXsgnWoW4C7c1z+DPZx8XdMm5ZZ22CVZDKbsT2dsD3ZZjIcYedTVNUycJLcCdRYcijfQLUa1a6jXI10Nd4Ft3VxFQxvhHxrSnvXKTa/cAezyV/SZhmj1SOUq2tsrl2PHa8w3LgGMRwjhca1nnNna87NKqotgzeO6ShjLATbd2xRntni3InTVJMZV115LRvrR7jyiqt42OgQxeAwGevc76o1HrBxCL0iyTc0rq1o5xPuuv0LcHKLM3rC1hwUCq+GCDWkzFe/qIGOiQX3v+4qpJRBAI0ChTEhHruJIRZV22KsQaBDbYHWRUNQDAO6pHm/V85FfGZJwVhWcEAsvNYXOmqvzCyO0Xk2u8ecc1hrscZggLquqWOewX648br7o2J4yfa5c3hjuGb9EONiwBWHjjAaDBiUBXmmKXJFlqmgm3mxWMMcOCuw1mFaiyNazON+ap2jahqcszSmxVrDdDKjbQ1bsxmtsUzqOcZZamdwOBQh1MrZqEhJH42CMcyr9vjGgbZ4bTFtEAR9cI8EhcQ5nPAY6XBekQ/C72zb+JLL3F6d88ymU9q2YTLdomkbzm5tUrcNRVaitWZtZYWyLFkZrzEoh8HLITWZ1owGAw6vrXPNlVeBh9Nbm7TOUrUN1HNObW/GDwqCXF7Nwjw4GzzVa+MRw6LEmJZchSgDbyxt01DXNdP5nFxnnN3ewnsodE6mNPO2oTYGFZXMXtaO800pSaEUjW2ZVRVSScq8wDrHrArHXCkGlzV2D3voQ7nmqquZTCbcdvttzGZTtre3MabhrrvuZDqdsjIeUeZFSGjPM+pqjrOW2z5fYNuWa665huuvvx4tJcPBAJ1l5FmGkpI27nOdUJ+XIQl8OBwiYwK395bJ5CwmKjzOecbjdaRUjMer5HnBYDAiy3Lm84q2adFaxyINKijbzgSDdqYoSh3C9yZtkKV0CKvKshJnHbPZDO8dzu7fA2mt7ffwC61Be8kCFwq1gkUO6N0pHBfymiwfY6/XXSgkay+D9YWMpr2MFfNtLoZL82jQ0tomaIW5xQNSqHChqoxM5701ZnGxhFtwq2V9zoZA4YwIm4yMVqNoOXIhuxcvw+LmY+KvkMHt3lWG8jGetkvKEjEub3lg+soivWWsUzOCl2WhVUdXaufZoHs8hstIj5LqvDG591gk3JR5xsqgRIxL1NqQKw6tcuzoEY4e2mA8GpGXxdIGek+2vbv7xN6lccGD3NNkXLxu73/v77yWjYiin1vRT96fx44LoTsvv/hevZAgZR86AF0yc6gs1n3x3V/rQjGJy7Hfy56XZcVkr/d0ys5yONZBY5zDOId2IcmxbRvapqFtalxT4doW6SXCS4aZoMwKpLEIJ7GNwjYCh8QjyVRJmQ9phtvkPkPPWvxghNOaNhvQZANmcoBSJSYrECoPY+wsdWWoKsNmY3HGMSokRoLfnpNPW86dOEO1vc3qcJ3V4QplUXKoXGFj9SyHRudYL4asqJw8zxiMcpzJMErSjLZYGQypG0eWzxBe4aTGCQ1Cf9UrGr1S29veWeQcfAlZG49CiGCM2fbeY6PgOavqUNkoemmNkjgkxsa12sVraOna7lg4L8TylbqnMrFT2Vi8rl8beo/G0vF3vb8T9oBdx9spRCxbaq2x2MsInTq8cQiVF1hjcXWNrRs2hiPWhiOuWt9gPBxRZhotFWURBGQVq2LFRbFzgONcyBvwgI2KlRdB0ajbBmstdVNj2papmtC0LaXMqFtDJhWNNczaKnhApSUUfojW7aCz7DC+dL+p9w5nFgIN3odzsj5ECziQCry18Xy7112uZd4v1jnT0JqaSTVlXtcUukUrjZQC4yxFXpJneViHZVAcMq0p8pzxYEhVN8yaitZZWmux1tC0LZIY0iYlxgftyLjgyShyjVZyaSx8H1JnraM1LU3bMqsrWmMoi5Jc58zrmnnbooVExxxV4ek9L5lWtJmmblu2ZhO0UrSlwTjLZDajzHKGKruMcYNDhzYoioLt7QmnTp+kquYYY6jrms3NLba2tpB4GDq0kmglw17StmxtbVEUBWtrqzEfIhjSgrwXxsp1+yfRsJtlZFozGA6jbKhwzmJsRask1oYxK8sBWucMRyPyrKAoBmidYa0HL8jzYNDOC02ea6xtadsapaOno4v6cJ0MEIoGBbMAvSdyvyxXhVoWwPdSNLp/797v94pw6AT43WFOF6toLB979+t233Z/5oXeu3udvddCp1o3QyiJFIq8HFDmI8aDVYpsyHBckucaYyY09RZzQ3TvhQWkdQ3GNTR+Qj6SDBmw7g+jpaDUGo/FuuBabEwbLlATE9sIf63yOCGCJ2PhtQ7laoG6Dm7SMrNoleEzyLQPrl4fSrbB0iCHrI0QUCVtb0nzsPBoyMXkUeqL20hdKo2UirX1NY5dfZQtt025pbhiteTo4TXW11cYDAbI7PIWmWW6sQlxmK6v5PWlJbhOu98OOsUwXtQsZKsunwLixRNVSgShpKAQITQo6qTOh0XIC/rFKCCC4uHBmy6nQ+zxd+HBWF5ousf2cpUuj+9yAt3yItJ5aORljH2RKWo8whlcU2Hmc+bbW0yKku2Tp2hmFcVoRFYUjEcjxmUJ8zlULVvnTjM9fRcqH6LKIdnqEcZrYwyO0WTA0Ss3eMgD70dV12xPp2yea/mffzVjPB6zPZ0yXlnjqJO0MsNPtnBVy1Y1ozKGaj4jdw3D6Umyds5GrhhmClNPmFVbbM02OVN5uOsU62entFsnufXzU6aq4pyeMioKNoYjsI77Hj7G6rChyo8wqxrOnZ1iW/j0XacQ7F/gS+yfldGAYSz5KHxQ303rsNazPZ1TNy1IgazmeCkQNhQOkVKiaDE+5OmZqELZpRCp3njF4jrrNvZunZJyt7FglwDQHWRHtMoiyRTR/VvEspgyVqsLoUyiM0T5UCjBWkFjDA5P1Spqs/+E5sd+42MRRUld1fzthz/I9Nw5jgxKxpnm0ECyMpCUmSCTUGhB1uUaIlBeIQmlQkNCskJoDUoiYoKyUBnOGJpqjq0bmnObWGWoXShPOslWaa1lUjcYZ5k6g8FTCYPBsjmvqVvDTBgaLHPT0FiDNbYvPYq1oWKicSHx17noZYmJ/gKcAtOasAZbH3M0Li90ylqLtwZnDc5bLBarwTqBlQCeO0+dxLsQr39ko2Z1ZZ3ReCUarwSFzhiXAzKp0UIzayrqpum9z9186Eq2Ou9prEG1DWdk8GhtHp5gfSjtb6zBEsLAjbXUpuX01jm2ZzMGeUmmsxA65T250uRK0zQNddssDI1FzupoyGw+564zp4JnZhwaxTnvg1X/MmUAD5Rlifeeq6++mtFoyB3HHdOJ4Jqrr+TwoTVGgyF59LaZpqWuapq65vSpU8xnM1bHK8yvvQ6lNVccOYxSGp0V/fGFlIxGwQhRlkXIoxiEz5xX8+iJmmPalrwYUCrFMHow8rxEKc32dELTtORZjtaKoiwYlEVQgvvr0TCbV8xmEyaTLU6dOoHSisGgJMty7DAIyV2uZpblFx6Yi5hzoULbQjZZDlvaSyC/kLKx/Pq782rs+N0uUthflj12H/9ij7NbkZJS0jTNPX42XKKiYX3IsZBSBo00yynKgiIryXKFygR1W9OYGkxXWz9+sZCCSutrhAada4qyJFOKgdZYZ2hawArow0mCZu9jyJITQAx16cJoFkJmFN6sQwmNQOKUxbmYoMPSD95ZT+L7YKHxEjdGfIhT9Z13ZpeV7N4nhHFJHxaAtdUx7mxBnUuGpWY4KCmLAhVrcgcLX/eNxO4j7cBf+B/Bvu9dfwHJWFljt4a+O0RoL/we/9oPfXBT99tBDHkS54VISSGRsW+G8y4GyIV+LSzVzQ/HkKHyynlCR8fCa9brtXsoGee9627mye4QrN2LibW2L88Ll5fkl2tNpoKVTHgfqnw0DW1dMZ1NqaYzXK5wmWRFebJcQu3xGHw7o51ugnfoXCOFQxdZ+LeWlIOcw4fW2Jpss7m9Sd1UnNnaYjQZsXFog8ZaVg5t4VUBbY0wBuMNjW/Zmk2R7ZzpiZNk823GV26gV0Y409KaimraMNs2+MmUcl5j23Ns1ic4bbf5Qnua9fEK7shRxoMhhzcO47VlzeSg55w6V+Os48x0ugjG/Sqny4O4UG7VF5s8yxiURZfVQLA0B0XDOIeQkrzKaE2L9iGI1elgCUe5YOn2HudEVzQQgC6avtMVYA8vhBDRYXG+srGsaCw7TPr6TUL1CgZi0c8pCJeL+8ufQ2ew8g7nQl8fexk5Gtfe5zrIS2bzGXd95pOotqFUklxBoQSFFpQKMgW59GjhEc4jvUN5ifaQS0GhFFJlqLxAaIXKM4RUKF3gjaFFYampVYVzilZ7rLDMURjnmKlQPGOGo/WeGS0NjoGfMlMtZ13FzLWL7+uJFZ5cqBAUK8x14VO+c0t3G3bv4VgSvFzI69gv4TjRqxKzMVEStARCpMWsmlHPK9ZXVhmVJYPBqPdsQ7S2S4XTHpd7GtOG39jHKIgu3i4qBy4KrM4JqrpGCkndNuRthtbBo+R8+J42vnZeV2zPphhryXUevHdCQJR3qrZhNp+HeSoF1lvyXDOrK7ZmUzKt0Sr2ddEZ3tP3mbqcsevK0a6sjAHPmTMFTV0xHo8ZDApynaGlYj6b03ThgsYwn81om5bZdIpp25A4PxgglUbpUCK4NSYoGEWBynQwkCrVhxC72RRjHU0blNbBIJSQzouy944IBE3TMpvNkGMZe9qE8rWhKtai4lVdVWxtbbG9vcnZs2fJ89DywDvIs2AIcM7t2Gv3w86E9r29DhdSNLp/7/aWLssEF/JoLH/+hT5zmW7NWvbAXCgsa/k89zrGciSGvciws0tSNDCawWCFLBuwvnI1o8Eaa6MjZLqkqs9R1Vucm5xgXm9jbBMST11ceESDEy2NbahNjTcC34TEwTwb4JVHigzlJIUUWGtomzpsODZUm7JueYcBqWTcSboB6X40AS4kqVlhcd4GhcX7qDgIdGwiqOg2kK5CShA6XVxEjI3x+EJQtxenvR0UneFtdTREHD2C2FpnNhpSjIao0QhVlgglY3PBxTp+KXQjtwgtC6VDt6ZTptMJGtCIUD0iWiOUXuS9RBUA70NZumANDEUAHAbwNH7/VR2Wz5GlC6UPV/IsSmYSk0uJv3WnosSBVCKG8GVZ7zIVDlwbkla1zvDe0dqFort8At0on+dtiEpNF6a1HEq1OHWxQ2FbvliXrbEdu12n++Gx3/wYqqpCKcXXPOTBHDl8hOF4GEIRtcJnoZa7aw1bZ84wP3cWu3kXZvs0bT2DLKdc22D9qmtx5Jzd3OTW227nL/7nX7I9nXLq7Fkm0xl33HWSNoYWjEYjykOH2KhqVg4fpRiM2BhrRisZh8o1WiGwxzVue4v25O1QtVw3WuGKo0dAasyk4q6/+wyf/OwXENs1zBqEmSLshLqeMZ01KFezmddICo6uaXIrGdiSyjowitYY7ppv4+3BlMpMXBp107JKENA7J7DzBi8cWaZweMajATqT5E1LG63hYc1vME1D1TRUVU1rHU0bwn+865QMv0uZWJTTXY6M6r0gcU+QcqE4LCsMUuogcMjgQV4YlsIxwnMhCbXI815AElIilULKcF8pSVkUYPdvlf/CHbdjZM58PufEydNMzp1lnkkKrWiHA1awKCzCe0zd4loDlYHasuEk61bipcLLkPQoshyhg8KR64xROUAai5zXmLZhexas7623WOeYVzXWOhpjcQ6aqAgaFhX7lPOsKhjJnKEXVDLntIRz0tB6h/VgW49po/XGC8qsZLw6DsUmVAbSIbSN4xsMes6Gxmv7x6O0wqORRpGRcd+jVyOVYqALJJJPfubTnLSnqOuac5vnGA1XYNVT1TXzpuH46ZN8+o7bGOQl48EI8GQ6NGpcGQ7CvtHNw1gopo2VrUKf0pAz46zlxNYm86ZiVs1C7y5nMc7SGENrWoblgCzTUf6QjMsBo3LImS3PNFZCcj4kXVdVRdO2vQzjCaHcK6Mxq8MR+WVY5QGqes6gGKCU5PDhQ4xGA+44fivRDID3lmoeIkaauqZtDd47Mq1C7lVd07YNxrR4X4bQSe+oqiruieFz2uj5C3m0MobwOSazGW3TIGWGzDR5PiTP81h0SMV8XEIOhrfUzRznDNbWzOdZVDRCqFddz5nNZmxtb1LXFSHITxKK2S322izLEIJextsPxhia6PHaIZfsEV55T96DC71nr/cuGyuX3787mmL3sS9UdepC3pLdx97992IT6S9N0XCSTA4o9JBhucpwsBYUD5UxnZ+iqqfM5ueYVueoTU1rGox3oRmQbHCywVhLawzS52hXopXAi66jc3BRa6Imb5pgDYnCo/OAiHb7GCPaNU7FhxZEnfDZDZS3NlpTPF0fDimjkiFCE76Yfktv6oovd97ROhOO3YVsfZERQFnkyJUVtoYDsjJHFwWyKBBdN/Al7WLZs7HzKOfT23E6J1G0vHigamq2pxOUsUhjsc4jdEaWa4QSoS9JVPJCpS+LsTUIGUpC4rGiARzG7z85Mpye7y1hnRIR0niip8IvWS99N1/ihdkrph4hQSiBjuWAnfNgQZgYeqFD6VlhO4tYHJdunLpDiUViOQTF7J68GHvFju9+Tf99/SLm82JjIPfihhvujzXBQ3Ls6qtZXQ0JdV6K0L1byrjBO+ZVxdw0tGdPY7ZPhRhXrdHlkMHaBrN5y3yr4szZs3zuttuY1Q2b85rpbMaJ7UkoH2wb5s5ycmsTpxTTagpaMhyOGGYZh46s4KWmmm1ibMPUh/CJQ1nO4dGYbQSzqmH75ElOfPbTDIVmIBXSVkgXYsnbylJry7w2jBuH9ArlJbm3ZE4jvMRa2K7mOPvFNQwkAl1oq5SSLnVAWoH0AqUl2kuKIgthsVIFodZanLO0WtHq0LDVW4cQQeB1vrsifWdXAZavm2WlfvnWeSuWFY0uFCqESmUqhIeqLn8w7i3Bqez7hn1ZllGWZahok2Xh2DJ4QbQOykqeaYy+tG11mXPnztF4Hborb0+YTme0hSLTirKe0+QKb1pwhtlkRjOvYFLjZzVXWUFrBK2UNFLiVQY6R+gcnZeUec76YIi2jnzW0DrLOVthhMcosM4zn81DErkJuRR2YeyP/whrZZnn+NjINMcxFRVaSoyLOSI+eCwgVKnKdMbKcIxQGSIrcVgaVyOEj4YrwMvLCp0KVnkZ8s5E+M02VtYYFCXDvEAKyR3H7+CsUsESP59jTMhEN8ZQNTWb0wknz51hfbzKqByA8L33oCwKnHM0URnSOhhqsi4PydlQuIagjExmUybVnCZGaHjvegOmWzIwdcbOIssYFCHRP9g7g7BouwiDzkMrwv+klAzygjIPZXYvB9M2+LxESsF4PCLPNVrH7uUEb6MxLba1tG3b7yudsNndrA1larsmuUEQDXmRrrPQW9H3HIEYUtY0GGPoemAolaFUFhR/IaPXyPbh70GhsXjX0jahCbO1hqapQ+Ws+TzMZWdjR/Cu38YiSiCEwgtg/3PORE/NXmVuOy6kMFwMe+Vq7OXxWBhN5A7PxV7Hu5Dx8u7OaTmc+173aNznygezvraK1jmDbITyiunmObyzTLZOMq+3aeptbDsP1kQf6i0bb/G+xXuDcJBbyTAfsTq8InRozCXGGZp2hscjVDDSq7wTIoM2YaP4KLrk8M6LSZguBRkKRS4ytAiWhVBez4ZFzxN6ZkiPVDEPQ4SEdKljbG5IeQomfiv6C0VqfenugsvC93WVMq0QRcl44wo27nMjo/XDZONVVDkgph/sO2girllYExaIuQtWqbo1GOu4687jnDt5ksF4zGC0wtrqmEMba4xGY9bWN3AilOZrzJzJ7ExfQNj6ltqcAxzVdHZ5I7GImNphNejGabcbUkrZ1RVAaYXKQhOisijJi5xBjB/vk/Qa03+GaVustwgXSuQB6OgxCRXKINNZ3zUYwMVOpgsldWdymOjiNOJ9ueO9O92u/euXvut+ufKK+9A2BudBySHe5mTZmMFgwOrYU6gR1WxONa347Gf/jhMnjrOSwTDzDIcjBsMCWxeoZkjd1sys41wNd23OmFY1m/OKum2Y2WAVms0qDIJJUzMwDa0IwsTm8dM4BOtti84K2i+cwJ45h7njNObkac7+3eexkwlngW3gzJ2301SbXHnsaq49djXzrbPMzp1i9Zzh0FQwVhnresQoG6OyMaV0XDGWaBwnBzluoFm9/gqct7z3+Cf3PX6J/ZEXBTrLULJfTUO4LZ5BkZHH6oCtMb1Ho5NOrRlgTMt8XjEdltSNYV41NMaEGvwuCHT0HsvFOrBMd7l5H7ptC7HU6TvmcWmtQ9+DsqTM8lDRqSgoipwiD4pQUE6iASx2BA/H6gLDump3XZ6IZHIZisZtf/W3TLynahpO3nkHbT1n7chRRFYydSXOFNiqxbWW6aSlmreUs4aiaphawTkL00HO1lAFAdU1ZEpTDjNW85xiWJA1oYmcHxXk97kGISXTxjOvGr7wudtp6hpP2LtnsxprXB821jl5cyzKKWysEtkIRy41eQFkEqVytMpD8jSevFhjML4arweYYgPnfTDiCQEi5M45BG1dA7+7r7HzzmGcoW4azk62qU2Ll4pBUVAqjRQwa2usEjjRrf82Vj+DXGkOjVe5/sprWBmOOLK2gbEhnyPTmkFZhopdbQMCMhV+5y5Gv7UGrTRrq2tkSnPINAwHAwZ5TmstG+NVyjwnE4rp+gylNEJJzm5usjXd7huPZlpz/VVX9yHDWilKnWOs4dDaOjp+p0xnrA5DJajLjZpUWlMUeWg0qARZnjEejxiNhmxvnWU6mfS5rvidwnKXF3H27Bk+85nPcMXRK1BaobOcvBzGpPZFFIBUMVxJhAIFSoTPDxEJso8scS5Uq5PSMZ/PgoJjDaILZMETYp89xjTUdRUFX09RFOR5trjOlepDrbJMRyNEHj5L7P967XtzxLnUsWwkvNA+vpfSsSzDhLG9cFL4bkUDFrLFXvIELObq7uf2Uoa653eHTC0rNfeKR+Pw2n1YXR0Gy40uAEk136JtaubTLepmgrFznK2DtulD2JKLrje8Q7rQPGioS9aH66G7qDDY2PhHQF8pKgh6SxasblCXk7KXBiWTmkxkaK+QXWK3c6HLqYk13X1XF93jhcNLiRNL0c3x0IJgmbGxTjXohS/+i0ZIplQy9DUox2uMjlxNORqjyiEyixeKXygMFzpOYOcLlj0f3YVSm5baGtrWYK3nzNmz3H77rRTlgLwccPTIIVx7BfbQYYajQUipEZ55M+Pc7GzstdJg3JxZfRfgaOYHZ1kOIVGdcin6cKXdr6G7GJRE5zooGKOSoigYjYY7FY1YEce0lkZJVDULuULRGptrFZSMONeyLNvhopQyNPHqxvc8Nyr0nb889JYgpVSfDL5XfGS/mO6T1bXDNFWLtQ5JgXcarQfk2YhBaVDkzLdr5tOGz992J5/8zKe4+sgaRzZWWKVkRSvyJmNsClrrqLxi2nrOzWqmVcXmvMJYQ+OhdZ5Z3SC0Yt62VLbF4jCuZfPsKYx1DAariHyAO7uJPb2JO7uNPTNhcucpbNtwCscWjsm5M5h2xmCccfTaw2yeaHFmk0GlWJGCkVSMZEmpSqQekEnL6sDhTMNqrpA656pr7hPd/l/+XEy+0zKXo3x+Meg2dCU6N6SPzccEudY4Fa5PbYLA35qw7ktBSOS1llwHi2pVN2ilqJsG72wM64mbbNe5dUfwv9ihZASH787NUcjYuVmFzyiLglFZsD4esToaMhwOGA2HoUS6XiSYqxgy1a2cwTgRraKC3n2q/P7n3albb2fTOWrbsL15FucMw42jZCKn8hneZbQt2NoyqUNFNxqDbgy1hakTbA4Vp3MwJgjzuXKMCw25pimysF5Kjxhk6GuvxKmMduKYT2acvOMUVWsRKpiMtkzYC1S0LLsYXTDUkAsHxiOsx+fBwp8VkA8lZTlkOFhBEfJIZLaOKK/AZmPa8kqcJzRQReLQeAROiLD27hPnHViDMS2TecW8rcmzgrY1VFHpDcpH9/stBERBUBzGgyFXrG0wGgxZG6+E11gbyt+WA4yzzNoahOgVDWzwVDSmRUrJsAwhSOM2JE8Pi5DwPMzLkKgvFHW7Qm1aGms45c6wOZ2glSbPMlZHYzZWVulUaSUkmQyhSGvRW6Bl9LJkOZmO/cougy6kWEpJloXrsizDfmltUPKL2IQZ2LE3deM4mUy46647UUpy6NAhhuMVRmONiOGF8WJcRAPILkIhhCB6Tyhc0MlpbrGX1nVN09Tx/YKub0ZoeS+xLlQb65bGLMtiRaqC4XDYh0J6LM6FRHutQy+4y4ic2lGevhPiLxQCtVc0w+4QqM4j0oV33Z03ZPfjywpKx+7PXO7avvz8stKyVzjWcjPCZcXjXlE0RsUKzrQYV9PGhixNM8eahtpNafwMQxs6lLpYzSku9FrmKJExHgxZHY9YGR3h0PrVzNoZZ+ZncTYk8Hhcn0DoY+t4Hb0Ni+qycSBcdM2KWPbWQyivJ8IG4KMAF5OsVIy11UqHRSImCCNEaIRDTD4P/wpWi2id+uImggMInDV402DqObaqkN6wtn6IvBxSDEahosOSpTzgl/4uhN8L4sF7x9Z0wrSa85nbb+f0ubPMNjeppzNOn7iDzTOnglVPSJrtM7jJGaorj6JEi88Vtsyp2jmb8ylVu8XZ6ecxdk5tTwf5urn8RLXdlv8uQbMrebx8sQkgy3OyPGO4MmQwHlKWOYNBqP9dDoqosDis8dRV2Exnszme0AHW+djXQgjKWAs8i12Nu0WgcxU7Z6lrsNZH973aIdiE8nqLIgPLYVG7F4fufUrF/InLWAT/9uOfYD6rEULwwAc8kCzLyXRGURS4chA6DGcZQim2m5oTW9sMNsaM8oymaTl7Zosz7g7umAjyTDEsNCe3ppybzplVc7am09h8qsGaICDa1jDZ2maQ50xnU5QUbGysI4VkdTQikzlyOKQdG8zGBlhLrTLa1nGqmXG6rfCDgkPXHuPIdffh6LXXgrdMN8+SiW3EdBsnC5qqxjhgNKLQcNWhguyMp7y9RWhYXVn5ClEzvvpQUvTN37yzvbCGD5ZLHT3HWjokAi1tzLvweCtwTqDVgLLQsaNvS1U3bA0LmqZlMo95BG0bw1DiJt0vdaEulBChTK4XIUBWiNiMsq8u1b0+KENKhdCnYVmyMh4Fj4bqNtgQchvCSToTTfBoeN+LXHjnqev9VwBaX5WYWYNoLFWmsF4wGCuGqwIhZ5jW0DRbmHpGM5/QzCtE25I5G4RAqaCQiKHG1w7TOrTyUFhc4WiGHhRkc43Vgtm0phKGM9uO6ayhdhmNKIOSqCzZyKOcoxwMUFphTYjNH6+VFAMd/O5e4kyFtTWHNho2NhryfECeD2kNNI1gZhTnqrNgZwg5RwiFkgpnBfOpoG0Mm2cmNPP9KxpSSKq6oaoq2rqmris+N70Dj2BtUFIoxdZkm7qpyXOB1gsL77IpbvnWPdiYlmqrQSpJlmch4MYYVAxfss4yqeZ475nOZyGUyQcloYnCnVY6eMzyHO89k3noRm4Ot5RZzupozMpoxOpwzNp4pf/sOHuBoEwtK85Khe7x5iKr/1yIsiiQsTJX2EoFw+GY1f+fuD9bji3J0jSxT6c92ADgAOf4FJ4RkXNVVleTFEpf8M34AHyOFuENL/ggTYqQXZSu6s6uysiM0aczArBhDzryYuk2GBAeke4HEVXqAgcOBrNtarpV11r/v/5/e0UphmlM6NaiLKz6DY1zJ18ybz3ezkSfef3tW/wUGQfPzcuX/PQvM5vNhptXr4AifhqpkLzQKzPVpyojxWFF1fuR+C+GUAsVBef0Cc1wRswErREERutC09hT+KO1qdSr5eeLaqiWc5r6HCUTwsdT4qdpwlr7iDr1x1CC7+vfeFpoPA/sn6IdTxGMp8jGU3fyp32hf4g69bR342l/6Tl1yp7FxH8W1am22TD594Qwk9IkEnLZk0vE5xGfZxJi8JNVFrdLZAOwWtNow0V7wafdDZv1DVebl9wOd9wO9+RY8H4SCgrLpNWAEisIxwJt5FLPBnH+lsZufVqgywJaEA2K6IoYpbDG4JZEQ8uqTQIUy5tabzKQg8jWqsUPCNn/BKOc/R9KisRqThYOO4zr2W4vMU2LbTusdadrgzNwR5VHj/f7SMbZT4v0KhzGgdv9jn/+9a/47ddfE/d74jAyT3v8fCTHSImJMu4w0x7yzHrroG8oFyumGNhPI/vplq/f/YKYBxL3GKMwqX32zDy9GZ82V59/Vkp0vPu+Z7PZcvHikqZ1dF1zMvaR6gbEmDAmMs9eqqaUk+SemD5qVm2LNZq+aUTdo07gNE2EEJjnqdKnBAVaJHaXykQIItl5Djl/H+R5/rqstbVi8PGb4K9/9WuOxxFrLT/9i59zeQnGWBrXkhuPzgVT74PBez4MR25yZrSWMEfC5LGDxr4LvLja8OmrF9weJ/bTzDBOHIYjpWRKDvL6s/gIHI8Dq65jGif6tuXqYkvjGtZdh8aS+x69iswXW3KMBKtIMXM3jryfjnSfXHN5c8mLzz7lxWefMu7vabseqxSMA8VNxDmQSqGseppWc7FqSUw0JqKsYb1e84jM/2ccZ0fBH9kj1B/4+vt+p3zPv37YdZTzf/yY8SecKnPGEU6L5ClScGpqJVahMbomHyo8FJe0JBoS8DcszsDjNNE4zTh7lBLalVISeMWazKQaJC1O3nI6LHu5fkgydP14NMMFoxXOWkE4+l7oUWfeTLoWNaSwo6gmUGfohiQ9TfvxicZ2rTgEqY5aKyFmt1J0a8jM1SfgQAgDwR+J0wi54DJopyjWQKPQnYGEiKHoAq5Q2kzoK0OgNSSr2E2eMWvuD5lhCszFElVTKSka20uj/fpyi3OOGGZyTmxfrWg3DUVbsjLEw0AcJq5fDfzkkwljW4xtOU6a+6PmeEzc7/focqRxUr23pqNkmA+Z8Tjz7jevmYbxo+dOoQgh4OeZ6D1+nvn2/p7RBz69uGDVNIQoEvpBWaLSpLwgypwO+VOQVWrJUSl8DByGgbZpuG5bCpCSF8TbOVKuvQo5Mc0T1ti68sQnJKWMNYbWNbRNIwiC2WFHAyWzbjv6rqNrO7arNRfrzalodp4Pn4/lOCwUjs8UqnGNOxW/lnO261as1htKMXifaI30cHZNz2azOfVlWD1jjSPFxIf3t4zDxH535Hic2F5coZTm08/lPJMm8kIKSahTnCca8IAOisN9zoFMkl4pK4mG1grnLM4uyYa4gbf1vpPaq+wxyxCkxlKKULEWOWXZoz7+jJ3n+ZHa1fn4Y4nG+Vw/jQeeqnyeJwoLPeu8OLkgCwsa8pTe9DTROKd4Pb2G70uIlsRjiWvO47AfKt7wIw37RjITmYmQj6QcmNNEzJEhHQklkEusm79I/mkl7ty9dvS6YaVXdGYFSXHcH5nmgRQ85EyjHblSrgQiW2hUFbFY7v8lIK8V5KzETEgrQ1EVzspy4KllMnPGGlBKDoZcilCxdO2EqLK2JS87jgyz+DUAiedV5v/4eJxkANXkJxGPO9Lda3S/ou23GH2BWa2wWj36248ZKSdiTBzGgfvDnjevv+Ob3/6WMg4wzxiVUCqJESygk/B7p8Oe/Yd3lN6RU4fPmYOPHKcjx3EmZk9WCWPguS4cqiaIMieP4UmlJJFdxsK73m63XFxesr26Ynu1JBpO6DQqknIipSAbTvTEHMSPRYEylY5Wg4xCkty2rhFbM3tJXGyV9HMcjyPeR9brNW3bnqDn3U4Mj5ZDEB5u8Kc39PK9JYnMz6DJfPLZC477FqU0TQtKB+Zw5DjCd9/8lsPdHd988zW3t3eM4wdal5mnOz68V0RfiL6APoDZc3fvePOm46vf/YbjcMT7uVarU3VWLWhtKCimwXNsRu7v91ht2GxWGFUY4oTKmsEkYqfo/voLVj99hV710DjK/o7NdGTz8gWrF5fcvHpJ0T26uaBdv+LFp5n09xmvWwanyL1jdXPBZt3w6trhLlb8w91/T8iK1XaF/4Gw7nPGU/zwj/+mhA2Pfu9p/lGAU/3yhK3+4Dt8YTT8tyRXzTFjYqLkh8Bi2b91TFhqBa1ecFkO3SeUQ22EUrF4W8SU0doy+YSJIumdaqKRi6j/CHqydG/ounfoGpzIQemsSIK72hRuVEUoU2aqhmpueOjRWDjlS+FALUlG3S/+lHN9+dOGAyPqoJlzQyywagwr9yBe3qw0wRo4CmLTCmCBdoVsMrYprHqIUyTOE9mDihaVOrSW6nAJogo57d8zYzDJYKrLsfeRaZqgJKzNWAtt09H3ivGQCDmxu0/kY6Jda2yrMMphO0MsicPgsU2maWd2g+bNB8MxFpIWMmPxkB2YRhFzxvuRMA/k8T3lGdQpYy2uaWhiS68tSRlcUcwF3u92fABaK0XPy66nbdxDQ3C9D/fjwO/evhYJbYpQn7qeKQS+fv+Wvu0wxp15lWiU0eSc2A1ierj4T627DlXlbkOSZnNjDGMMoOBuv+M4DJScRfFMCcUo5cLkw0lmvtTqvlZ1HSolpoFKYeyfxpg0+CD9iSnTNC05F4y29N2am+uXRB8xgt+dqIXTLGh58OERBViC73tJJDS8evWKlCN933N5cYmxIldLLUgoJQWIosQ8UYrINQlIgULGuXrv1f5dZxXGgLXSF5WLpiC+LbmIRHbOIhajjSEXJYXxGBjHoQbLEtkF//FKZ+eUqaeJxh+Skn3aR/HH+iLOC6jnicby+WmS8DTBOH+u72OGnH8/pfR7Scr5+NdoYH9s/MhEQ5KMVBONmGaGMBJyYEq+KjTlWuWUF2S1wilDp1rWqmNlejrTE6NmmI9MYSIGDynhtK0LQo5WOV+EGqXgLNGob1ISqDqTZc1IPxExJnLKFC1Nh4sKkSTMFYLMoudOVYI4Tbi8rac31yk5WDQQ/ytgGssoiApICIk07En3r7FxQ6s8prVoo05Q5x8e//r15pyJKXIcB+72e16/fs03v/st1s+YGFivWlZ9I7QBbVApkaaR+bhnf/ueMllSbvAojkVxnI4chplUPEUntAWrnh/wLXDdwq39vZtxQTKsxTnHdnPB9fVLNldXbC6vaFpL21pinJnDANGLmVLJ+BiIKUoSoouoai0zWKumsv+JhO1JDtOIpGBOiaZpyAkUMxcXF2y3W7bbLavVitevX5NS4ng8SqNlDaqeojDnG4m19tFm9DHjk0+u2fcOCjStQumID0eOQ+Sbb3/Nu+++47tvv2F3f8c03NI2mXm658P7ERG2UcSyI3KHMAsLd7fvGcaj0PqyVKtLVUNR2gCaaZgZ7MTu/kBjHS9zwqpCCBMlw2AiuVO8/OQLVq1I6Nqux+zuuRwHLq9fsLm8wGapEJtmS7d5ifm0oXcr3g8zd3cH8srR32zZXq559fkFq5tL/m0IYtw3FMrwPBGCHzr+tTvwKa54Tsl4/PcLdaCuCxScmQ6eP873Pef3Pdd/i4TDh4ip1UIfIiWXU7BvUjpd04myosTFejk34KGyt6hBSX9AQSnNMHtMMA8S5KXyjquBWiSdkGmllDSla10roIbGOayxGKVOdFqoQW+KjPNcEwtVExRX5WtNrZYKR1zKq5wQjj8FvfbyJ4bdTu6jOTpi1vTO0FvNcu63RROdwTtNAJqsaHJNTXXGuMKqL4y7RPIT2Wd0UOjsMUawnhIyKWimfcJrg1YtJosYxuwT8zBDDvQdiANzZLXSpDFRfOZ2lzjGxOWNZr1V9I2j7QyxzByGgSZnkorsj5q3HyzRKHILoEkBMgpbNKEkvJ8I85E8vaNMH49oGGuxrsG5QG8sWVscCpULH457puC5Xq1Ytw1KQdtWM9qzt20/jXz9/g1T9Fhn2a7WrFfrU6Kx6VdcrDZ0Tct2s65rQJMp7IcD4zwLqlUN5Zyx0osRA6P3aG0IJRNL5m63YxgGVm1H37bSx4B4sUxezqc5+FoUE5pWa5sTMmKMoatFr+cOH/wpYWjbVCvYjq5bcXPzCorCDwdS8PT9ir7vAarUb3V3l2ocfp4Zh5FhHPhwf8snn36CXvo2/mZ1Yrig5J5TiDmx7AeyD3jvK9oUKCVjuu5EndJ6STAePnIRBFN8W6R4KmwFg1PCqIhRkqDd/Q4Aax1aGfwzTSJP9OgnZ/U50vGH0ILz8fTvvw/dOG/m/j7EZBkLo+IPmQcvv78kR0ui+DTJ+L5+k48ZPyrROIy3FATBmOaJED1TnIglUlSRjRuDwoAqqFJoVUurG3pa+tJgc+XIqSIu4xmsKqAVrXGUIk1PUl0ujzhLpdRFWTUTtTWQwRShVtkqh5ZzbRhWiMmO0XIeWIOy5iSXqEpGlwoF5Qdqi8xwQaNwVQpXo8j6zyhv+z3vn7aWpu0JrgPTSBXq/i1FOezqBcV20FR62WnDUWcEDvXoob9vO1rQndu7O16/fs3x7o44DLS60BnQORLnDLYBC5P3HEwh3MFUEs1FT68vKM7iuobGGPrmBT4NDF4a847h8CeZoKVnYqlFLPJ/mVzViRUsOvdtQ9v3tG1H0wj/NOVCiIlp9lWlQiT1qLK3rnH1ZjtDFxZKR8niE4JGJY3ODxu8thaLounak/lSiFHQD+foVysuLi8pIPSsWkF4oAOe8zMXY5307ETj9u4D+92BUuDFh/fElNhsL8irjFKFtrGse0cJDTfrnhx6Sg5w2LHpL+iuNgS1wqsNh+PA3e09msS6b4gBpnEmK+nFAmnC1dqyubhm++KKi+tP2N5csbl6Qd+3mOIgI9VGHzFOEQ2MKqCzRlnougarQIVIqqZfpl2x/ewL0vVL4qefU3Y77r/9DrdqefPtVxz3PWF+QQyRKULMihwmSpg+eu5+6Fi2KKiJwdLkhTpJRS/FjYd1S/33Wbt6qf9bhCpOj/nk8HmEijyVQfjDScj5z8/H71Gt/gS1lBAizWk/XSr/6hRYLHSJXLIUhSrtrpz+RiqnYnKWUSkIGhgTqQj9zxRpYCWLHDXL4Vgy1kiX6XJoWisHrjO6Ui3MKcHQZ4d5zInJz1grXkGtc7R2UeJ5kHYUmc5Yg8wF6Xg4Sp+T3KUx8zJqLkvD9daRlMHSoLyqBnGZNCZiTR4aY2lUoimZw5TZh0I0mpDhsPOEOTIfYX+r0aFw5xr6SeFmwFhcreBla7C5YJS0ZxslELbVBWsUTaNoOo22CjTkGIlzIc2F1GZUozHOkophnBux5y2Jw1A4DgkajbIa2agFPQ6Txg+e+SgyvVpJf8/HjqWBuZQsjf7G8MX1DS9T4u1hxRg827als5bL1Za+7aqCoMyjNpbtasXV5gJrDPvhSN92rLuexlrmOaDKyNu7Oy43G15dv6BrWhptyMay6dc1EZ6YQ+Dm8uok+DHPnvf7e5HdrmfLbr9nGEdCjMwxoIcHdTNnHT54xnmqfYEPDex90/LJ1TWNa2jdmeHfs8Y5f192KlGTShitaRrHqr1EK1HFSiUQ0kxIs/hl6QxUdFvXc1NlUg7sD/f86tf/wu3te6Hdbbd8+eWX0jNYHc2XADpVJCImSTCsMWhjpDBgDOKdISqPKT0E1D54vA8EH/BzqBLNUgDUulagkSK10qbGPXWPVvoPzMm/PkIIv0cneiox+33JwNOvz5OQ82bwpwnJU+GQ878Dfs+P6yn68BRhOU+EYoyn+XyKkJw/bwjhdJ1/lmbw+8Nb2s6Kxfs8iWZxGkkl0jQCJzplsGiBybVirTt63eCUwxWHTYYYM1iDcgqTwWkJ6lVpauBYN3MSRS0en7LJFsAoMbnRTqOyQiWNKhprGpTRtRFdMuxUCra+cdpZMFJ9yDFX/iRQxF2Vck5TKGgNjZUmaI0i6eeSgH7YKPXDWJFSpOnEYdnvCLtbirKozQ00K8BIQmIWgtfv1U3/6MhKZIPfvXvP1199xf7DB8LhgF03rDpLSoEYCzQAmkElCgGmAW5vuXh5wWedwq072t7QWsOqfQn+wO54IKTI/X7/7BlZ8k1TzZ2+L6uX/VFVqb6OfrWm7Ve4piOXSMoBHyLTNEui4WeRylQFbRRtJ4mG0VJhTSlK4JMkaYi5Vk6CQuvMosOvas9Pu8ooI+pkPgRQ0my93mxOCNVxnITaV2/WRZnnvJlLKU4w5nMSjXfv3rHfHyilsN1umb3nxYsX9XkKbWfYrsTPZtyucGnmcP+O4/6em80Fr24umc2ayWz59nXg7esjmsDFpmWaMtFnEqIEVGqioYxle/WSq5uXXH3yOVc3V1zc3LDqGjosKsPUdYQQOYQDPgeKFuqkcpreSqJRfCAnocGYfsPl+hLByg363WsOvZg0ffvVr3BNx/sPN1hraZuWnBTZj2T/8dXRHzoUj5MNebeqqGs9yJZfPNvu6x5Xu9GWtVuTjdOXZ2O5s0Vm9PHzP2eN/DnGHCPdIuVyhjiiIGahOsUkQcnSULrsvap+zqVgEC51LsJB9tXPx1iLRQ7VohRkaSbXWqGKPlE19ZNEo3GmcuN1pZ4sVT+F0iJlPs6lUrbk+51qH6vAwEnyFKXEfXtR1fkTjHQIfBYsphj01SXZOt4WzTjBMcp8xUPGT5JodNrQqkxbCu/GwJuQ8GPC33liKvgEKicMkTImOhzbaLiYDKVRtJWilhpLKBmNzLvVch46U3C20HSatjcYK3LwOQTiGIhzJnmHwmGcIk2OMLeYFHExsj9EdvtA0xdWbU06EQ+EWWX84Bl3R9I0YhQU85xEQ9H1ojBkncNZx8+vrjHWcr2/5+gnWmtx2nC52bLp+pPxYtM0tK7lar3l5eUVc/DcHw+82F5ysVrT2oZ5ngk+8J1+RymiIrXqOhpjKSZzud6itOZ3b75dXJhw1bNjmmeOwVOUwmbx+joMR0Y/M/tA33UPPQ/W0jSOaZ44DgONc6xXHSFFjtPI5WbLuuspwKas/iTr7vf4+0qo2ylFtJH5ubrs6DvHYb8Xudk0EdJIwqNMFopxjizMwqITMXvud7fc727ZbLYcjjtubm7o+ob1es3V1ZUk+SmSU8b7WIPcVFEnMTW0Vcku5yCeO+lh01WKatQnxcNp8vXaE6t+Rdv2pz2oIGdUKYVUpAH9uYnGsjc87Y/4vt6HZa7PP58rQf0h2tLy+08TjfOxNGovCcDT5zl/ruV7C5KxCNssz70kG+f/fnqtpq7tHzJ+VKJxPByYJ0XKkXEQs5ul+VsZ8X1waCwGkxQ6K3rXsXGrmhwYjOuxbU/Ikdkf8X4gLk3gFYaz2kiCURRFlm9NNAAF0vqtccaiauOsLhqqU3ixTTVyA0oRYz4lxkFLe+CiPKK1FvnbnOSxavCorcUoIxQWlFzbf6XmUk6Bc33Btkf1L5imgfH+SGvu6PrXmNUFRovra3GaooQz+jDUk4d9Au2Vwv1uz26/55tvv+Grr77CjwONAlUiOWZygVQKVK8IwXaKzFlI2GFiuj9QSqbZdIgevoKi5GaPmfxMIMgodQoazqvBhSJSlQtkWsR5dJxnDtPIajhSjAajpHcoR0KYZa1VhESkg80p0Cs5oyvXM5QKCWt5T3JJFHRNTPMSJT48dxLNtJwLKif2w4CyQvtoV2vacabt1zBPlbteaQz1vX7Knfy+9+zHDFUUjZHqja5reJo8xoz4kMlZ03crWqXZ390zasvBJ/x+4PDhTnTwN9eYi4bOwNV2xWEfOd4O+HkiB+lxWZTeEjK/d7s70PDbr75iP+zRdmbVNcIjz4UwzaSY2E07fJoJRZNRON1gteVic8lmtWXygXEOBBS+gG1bXL/iOA1SWQVUysR54s13r0/IpCLTqId+mD/7qNUJQTAeo4gUdUpGloqt1pyq6aY6US93rT5Jey99A6lKZ0ZyLviUT5XtsgAFeoFOyul7y7L513asPwfFKpdMThIoLA+cy6JOXh4hGjmdNVEWQcGXF6FiOpl8pSRUiHSWnJT6N9T3veTlHpLXlZXMZa7QUsyVQKvEYNRoqd4rYzELdpnl2kMIpNr0m0sh5WoqW5MSU6mNWtsne+7z7lm9m7i6g3ZSFB3IjUIpw6QU3ohS1GGtmbsVx2Fgmicu85G1z6yMY12EaoayKF2DnFgYdoHiFTruCTg+yR0pwLTzzCZx7wqTL5Qwo7Pw8an7rkZDUuSgpDJVFI0p9E76R/rG0jWGrjHMviHmFSUKPagAq40A4k4rxGVaeijTpChzxuLQOkHT8Yw8AwBjHa7JbDYXWGPRWlHItM6Aamitq+pPHU3b41wrgi9F+hW11vRtJ1SneeZY1fXm6qVBkeBynEZu9/eEGHi5vRR1wrYlVFf4knJd9EUS0xiYUyKVws3mklXTEbMI5igtBnaLc3hJhexFel1rzarv+fT6hv14ZDcOpGXtI/f+n4I6Za1luxXxhaZpH+0jq9WqKjxGfPAM08gwHpn8TEhBkiqjKKkQF4+bAsYu7ttyjSkn7u7vSCnxi1/8E6vVilevXtE0LZvNBmMsrmlPiD61eh6CJ5cGZ01VmNNyFuelJFNIqZCynHTGWET0S9G0XaX0LkOJyeZSB9EG1McHKN+XaCwJQUrpj8rXf19/xIKOPEUSlnES2ThLEB6MERFD0ZoknF7xWcFSvEjS6ftL4rBc65JUPBXZ0TUZP0+CjDHSy/UDxo9DND7cUkjV5MZTSgKbq6BHwRRolKbBYqJGZ81GbbhqL5E0RGHbHtut2E/3jMMtkz8SpgHhuFqRj6swdFYi8bkkGqnylXWRQ7qzHUYbWt1ilCZUBQmjNMlW/4saPIpbpdQFda2uGa0xypCV+H1oNI1rK/XGoZWiUTX79fFPQiv4IePU45KR6KXZwuYzxndvefvujj4otmiay5eio5035LZBGUC7H3yZOWfevHvH63fv+MUvfsE//Zf/zDrMdLqgUyCL3gOp3thpqcQiFYgwTSIl+s6SU2J1ualyxgayJvpMSJmYnhfGSAWyBnBqkbOsXG5NlbdVFFWYvWdOmbv9HrvqiUSyqqpIVWigIM3LD42ANbhD1orVVYkiBgQQlo0zViWzLM0YIniQIQaBexe2X1o2g/s9+3Hi5cuX3Ny8ZAqJ9TBTlOY4jBKgn6q5D8nG8t6cNtyPHAborGz0VkmCdDiOxKSIcyJnxcXqkna9Zf/uA6O5590UGG/3lAjjYeDy88h1t2Zt4ZPrLcUf+d1xR/Se6D01ZZNEowSmCV6/+Y7dcU+3bbm63OLnW9ZdQ+MDKmVUjJScuDveMvmJMURCyqzaFZ1r+ckXP0V98jkfDgO3x4FDjOxCoNtcsLm+wUSPdVqCw5DZDwO/+eaWefYcdjtaZ/jpZ5en3pH/GqNQY7Dzb9SEW/OQZDglyd+qa2i0YeNa+Vn9eWMlOGoa4RWP3hNS4nYYmELidpqYY2KOknCYU6BRKl2IR0HCf4uRcyKnUO8puW+XvSPVfjkZZ/SCRVoxL/dYRTPOKnC59mKknB+LJGQpfJSYTj12RSkxZ0WRitAkVKqPQULrgin65FYuClL1Po+SaMQU5ZqL9G4YY7DKyvlwUrCyf5JAbxn23cAnbzTrWZOKJ7dw0Tii0XDRUxrHYW2YjObDYc9hGll76A+BKwuDhqMVmVtDppiEnwPHYeKgPfdvZibX8hfbK3KTORTLqDVvGfEJyuwxKdcelFrUK5oSNNkrKRpl6IxCt3DRWdZ9w6ZzrDpDGnum3OCjIhRFVg3bqw6tI0Z7SgnkNIhs8RwoU8GplmLA9CuifR4y5FyD1poX1y+Z55HD7pbgZ9bO0TsrvQ3WsVpvadoVbdPhjCMj0qtGGzarFYdp4DAeuT/seXd3y3Ea6Zr25CC+H458+/4tV+stL1YbtNJsu5X0LBTp26scbZHGDTO7QV73Z5c3XF9cimqekvsl5khM8ZRsEIL4ZVjL5WbLz7/4km8/vOPXr78l5Qee/iLt/9wV6Kzj8vKqBsgS4Gsl/a3b7QXr9Zr7+zcM44H9cc9+v3sURKtqghhzZPGnapSi1Uuvk7h7v3nzhvfv3/Pm7RtWqxVf/uRLthdb/vZv/471esN2c4Fzrjp9J25v3+P9REor8cVoBNkohbo/iI1zTImckWKxc1hrsbapyaaVQvWp0GCrqKgk8c8pIHvvH6EPSqlK19J47x+pSS3jaZP4giYAJ/R0aRo/R0mWv805E6rowDQJQ+J4PJJzZr1en/o7l+c9TzS897+X1JTysM8uSMX59eWcsdbS9/2ja9FaM44/jDXwoxINo6X5zWiqwYoCLZz21jhaY2mVo1FOTt0stbpclFSNjEUpI5WnGEhhoiQvC1FpjHaSaJwUd+SFhhQpiILAkiBopWmtwyhz6qOQN1VhqtqILCRIJZFVTVCy0KUkKKzawKWQtcDfC5SuawCLFphTWyPu4X+mcR4TPFUw0M7hVhtUtyE3W+ZYyO/fsi7QXl6CyrDd1ESoYTGRekqiWp4j58JxGBiniV//7mu+/vY77u53eO9Zq4wxkoilAtSGSGM02qiq5KWwWqOtwVFQfoZpogwjxWiKLScuZYqJ6J/XDC43w0MfwPmsLQ1ky+uUSmlknmeOw5Guc+TcU0o+radFPep08yuNKg/V0GU8VBUetPSXIAYgZZnLkGRjVaVyw+vmkNCErOqHQLb9asU8z6dqbKk9IWaBdous2e+DTn/syMkT5iMU8PMBY2Ecj8RcmHY70jRiVw3aafbHIx/u79kNI8cQyd6Tpwmz32Fv33H0if3kGYaDVEVypqglKJBrtgitopRIjjOH+3tMSczjlaBkKaJzxk+DGLMVocG02uBKoe96WtdiGiuSnFahncGUjIlA8qRhjyKjiaAyxWhcY7ncdvhWY1XEGoW2mhz//E4ap+WiHthPGlFZaqymNY7GajpnaY1h1To6Z7lYdTht6J0UBiQpkkcQRLWhoOjahlgybr0i5MKVMgTg7YcPDOPIPI2kGB4Uret7IVWxP3TVfxh+/1OMlAo+LCZ8ugI+cpfGskD6Sy9SNYlKZ02TeUkqygn5kGSkVOUYcVBe0I3T61C1WLDQD4x+QC31Q1+Lqh+CLKkqjyk9HNYotCqkGOR5Unp0+C5D12bWP1R5/NiRQ6RkBUlRpoGSPf3cgLHS/9hkus4xWwMBbDGsV1tWNw5VFJsCB1W4pzDGyCF4Jiy7LM7bSSla82BA2oZEVFIMirlACKic0bWYoqNBK0M+ziRATdLob2Mmx4INHuc1ZraYyaDmRJ4zKStC1CSlSTqRNWRrkQjPomyh1ZnSRFq7huzBbwn+mX1VSqG0pu17URvKkeAbQhQ1zLbpsM7S9iuathcfIa1FZrvGGY1z9G3H1eaCtmlOfXUXq7WsV6XomkYS0roWMVVSvW25vrgkhEjXdBKgNS3rtociyIWpCIY1mr5tT0IIC3VKgsBa/FKKzjVYbeic43K9ZtOvq6BB7RP8Eyy97wtml4T+9HUupIyg+soQUyKEuNQ4KGiMbSGlyiCAYfCi3LWqFMR2EVKxpATv3n/geBxwrmO72aDQrFYrtpsNzllWqx5rq8JXrZ4IA6AKPVgnqK4yaL2oP1W1KS2+OUtPjPhcqfrcmRAiCunb/NixJFvLHJ6jDecowXmw/7Qn45wO9VSmdukNO08KzlEQQXwC8zyf/q21PiUcT5vJz9/v7xvL9Z/HoOd0rvO/+zH73o9KNJw1WGeQhu0FBpWL2TQdrbX0qsVhiUnVRWkIRdGYBtuu5G9CIvmZMO4oKtUeCkvrRHmhcc3pReecmcssi6VW72yVGly5TpIOapAZRW1EU+kidWJCCcSM1NekQxyVi5j3aSOULIu4SNuq6GQqXccoQJRLTPp4q/ofOpYbRRaifIjiQoe5eElef8Lh8Jb5zS+5no9cXnSUMqOuLpAqf1cf6A8EqkoSuDfvP/Dh9p7/7//vP/Gr3/6W716/ZpoGVO9wTlMyhALWKKwzOCuH8HJgG60xnRX0YzigDOS7Fak15I0lxZkQEj6kZzuDl3xGr3hC8pCN/+HbKdUmxOOBbBR933BVtjW5WCgn+SyYryFQRRfyGZIkJoVQtD0FRzVEoSBymzFlJp+IqTazomlbi7OWiCIlxRRhiqBsy/byinGaHjaNLM7vxppTYLg09cNCNPm4kcPAuH9HzpnhoqcUT2k6tJu4++5b/PGIe/UCve55/f49v/n2G97e77j1gX4Y6XPGA1PwHGPhPmTudgdG76VSr+wpuEOBeJlpKDPRJz68+ZYwbBi+fCktPlYEGO6Pd3g/s9lsaNqW3lq0NnT9Gtd0uHVHsqBagysOpzJN1Og4E3cj2hl06yS4d4beNHxuL6Syc+GkqkjBqz9/ooE62Yee5Fp1gYbCZWd4senYdi0vNiu2TcvL1Yp123Kz3WCNKCGlkpnniZgSwzSRCkTVktF4pF7j24ZiLc2LVxTr+E//+J95/fYtb777hv3On1CT02WdHWyPLpZ/7XeeP3xIDDpAAXc6nATuiznW++/xoRVCFPpIyqS0JBjLwfqQaJScyEkqheHkyisFAr08nl4U6Eylx8r9pFSpNLWMBpy2WGdorKaxiq6xNNYQYyCGmeBnfA0yJbFAeidUTVwqQn5ejHguCS0Pnhwhp0I8eNCaq9LRYumOGdO0+E1PaBydKXwwhs3VS1Y3DX+BIDQ7P3M7jezniQ/jkUMTeWc7xpK5TZGNFsUtlQvrSRL+OHt8zpDC2S6nsFhMNqQPA+EY0FPGhUI7BXRMdIOiNZnGgCkFdciUIRODZvaaZAqxirCoxolwRtthrKZvLVZD74ASCeMRPx2B//tHz58ERIbN9oJSMrZxhOCZp4kYE91KkouuX9M03YkqHXNimGdKga7peLG5qGpphuM4QC58cnVde32cBIU+MJsZHyOt0qyaFmcMP/3kCxHeWK2xxnC52qLRbNoVKUuD8xz9Sc2sXjkxBGIUKo6zVtC9nNn2PU5r1m3HZ9cv6ZqOvuloXHN2Vjwv21iScgk044liswSvKSVCzMSkKFhQDSHOHIfwEIgaS9O1xBApeILPHPZH1us12801Tduw3W5knWfpc/rNr79CKcWbNx/YbsWk8ObmhsvLLev1Cq2F7iOohqzVcpJhNbimqYZ56QEFTaX2WEpBMaWlaCFQr7UtpQSmWarx8RkFqfPeBpD1t3hLLPO2BPxP5W+f0pTOeyXO0YXzz/CQkIjIgOxRx+OREALDINK9P/nJT1iv1488vZ6iHMvX55/PG9hzzifKlKj/PQhi/LFeku8bPypyVpLI1mBetmxVpPOhMY7GOJxucEqqL8UZmrbDuAZthcsqVW5PjhFVpPLnjEEbK3zlM47aKZtTolaxHE5WP6iG2JpogAS/spj0yZEcRUVL6gGBFvpNEurMiW9GQRtRG0Eh1TOVUerBifPcr+HPMZ4qE9RZr8G9ol1t2F5/yqgzabwDDPNxj2pa8rQXfnOzQinHYiYFD0dfKdLDMM0z3715y+t373j34QN39/eUnKRRzhickfnLVb3DGFsNF5UgA6GQS6SUQDSKiJYkL0SMUfRoimm4Wl0yh4Y0DcC/PHd2APVQSayJwynKq/Cx0uIQf97AGWs1K9c+E0g10VBngUwW+kUWtQqRZ67zXwOLxSciI4m20hGVxbHeUEmpStN0PW37YFJYlGX2CV3EH8M5R9M0pBAIqYomn254ec4/vB5++HDO4JwhRchZFMByjugScc6iupZUCpP3DPPMYZ6FR4yIqqZS8EF0x6cEc5SeAbSGLOiLXLQ0sCtAKY2xDqONGPileDpAu+pxYqzFZKG5pCQIlFIZ6xLGZsZhwMfEfhjZHycmHxh8QJUEJdEYzdTY6hxbmw+V7Bt54a7WKs9zxw+d/QI4pTAKtm3Dtm243G55cXVB3zZsupbOWFTjSNZypK7TJAfi6MUB+3Z3JKbMnI+CnDmHMhpV1mhX0EXELV6+eknTdTIfzjIPA2GeFy9TietRNYl+8loeQZySBCieGyI/jFyW9FhM9M6loZfkQVF7uepIJZ96L/L5PbnQqspCLcynQszy16buj1RZalWLRNbJ+ZFqgjIcR1JOvLi8pG1aOqexVjMNR/Yx8OLiArtdP0KDUko4604OzCecuJy6TchZXqmC31Og+dGjwGwyxkKwkpylIDLSeRrQIUCJ6MZhnCT3tlPYRtNqS6Msxja0veHCNWyblmMIXLiJMSU+hJm10rzQDqUMvbZ0OfMTFDOc5nnRLuyLNC9fzZk2J+YgiaAv8oq3SdEHaMZMQ6RMGR0zQzY0SjGkwL0/kICgQFkr9GlnyZtWqvKdBQohGkJ8XjHvHN1SaJqmrcGWJaeMaxzaGqyW3stS30dRrTQUak8BVO8XoXKnnFn1vUizWgslk2Kkq7z1UnmLWmvWfY94aVihVNWEY+m3ss7VWOfUMQogcusxYqpvy/JedE3L7AMxCr3baI2z9gxle945AZz6m+rkPRQBihjTzvPM7CPCCNOAlYJzXoJNhZB1rfQwGYVuFa0zdF2HdR1aG0KsYg+5CNVJWSlApMzsPR/efyDGKIadq17+1krQKa83n7ihj6rpajHSPe9fMWf80droXouHUOM5Jdf6seMpovl9yMUjwZrv+fundKnzYP78Oc7Hss8YI33EMk/21LPxNMF4+ljnScv5z86R2+V6Fmnvp8nFeYz1r40fl2i0BZxArgs1qS0NFsOq6Wm1o3MdTjvMqkPpBuM6tG2EFqUsIUxMw5EYPFIANejGobXFGCc1/FrxssZQtCYaQ6l9GUpJUmO0rvw/fapkBZ2kkG+MGPFVOF54ejXZ0FqSiFRYbOl10Rgrk+bahpwTc5jkhigFowyNbf4kdJY/Np4uSFWxGm2EtrW9+RSD4f71huw9Wnvu370m5cD6ao1ZXWDbFkwH9qFSspyauWT2x5H7/Z7/5R//d3779df8869+xbv3H1ipzEXXsW41K6OIxZIoovZgDZ219FrUlGY/E1PExxntHL60NC7CMNEouFEbLlpH+6pnCh7nO+D/89HzUhFToJz4j0uM4r0nxQdPClOTwaZp6LoOlMJ7T4zSVKYUKL0ksmfeFUWkVEvOpCBqU7qucW2F8mfbViDjLMGLj55cEq5RmKJQpkVpy8XFBf1qVbnq0sWwHzyb1rLue/p+xXq1Zp5GYpgfUzCerIX8jP6WVd+Spk4qKzHg54E+TuAs622PWnUEP3M7jLw/HHm32zOFgFeqHhmFNE/MMTIWzbEY5pDQzpETxFBQRQtsvST12tL3a7SS/pIYA/M44BuD6S5oyT976QABAABJREFUrBw8xhhBg1I8Nf5pI8jGbn9gCpEPt/d8uLuXBnsUJQVKlPfQqHKq4DRNw9XVJU3TsNlsyDlzf79jnp6HpP3QsZwfndastOLLqyt+8vKay5uXvPj0U6l26zofKXJIibsYRGyhJkv7w8Qwjvzu62+ZvOdYVY0uLrY0bcPl9TVdv0JfXbNpO/7m7/4W6xquLje8/vZbvvntb/jw9m2tOgrNULKHJZmua0rqQzW8eRzoqLND+jljUQ1cJkf6uqSvKi8UsSXJqb8XY6w864pQ1KKAJBmVHlXO0M3l/lQPjfXOiRqhNRIkGid7wTDO+BS5ffsdwzBws/k7Lvs1bWex1vCLb17zzbev+eu//Dl9+5N6VkhPU4oRWmitNKmqSkst1GJUkYM9JKG8tE0rSnYfO3epsHcZrwu+MWhV2PoZGwp6HClZUboOZR2uMbRW01xE3CazcSu2jcU0K0zbExR4XZjmmcPxyBA8H45HdC609RJT0cwp8kJ5Aln4siWfxAu6LHTZ5ijuzBFJBFUtwLiosJMSyte+cJ0yQy7sdcO9NXx3PHJ7N3D0ntvhSDEO1a5ou5aL6wuca1htNihjiXpF9B/fo5FrYH4aSrNabU7nx3IPQL0XaoCeamGqaxo6GgrwYrOtvwfnKfgJvaoJ8ILuLwGb1ZaXFy/kb+s6/+zmpTzvkrzWqvFSWKXyLkv19FJK5n45E6Zplj3Rz6gMThn6tq1yr/JG5vy8OzelhZ2yqAyZmoiJ9P1+t0cbSSJyNkBDzo6cLSAO3RQ5NYwRKnDX9my3V6f7KefMOM4IPVQSDeM6FJCSYhw9v/zVr3DW8C///E90Xcs//MM/VITjgrZtq8nuqbp4oquesMpCvf+0UJjr3JQU8TEKCqKlaGlqXKj1xyMaS6X/fJwjAucUpKcN2uePsSQFT5OR76Nmngf8bdvinKtzI2shxnj6/lNn8HN/jIW6ev79p9K6503gy8c5ynLuMv7Hxo9KNFIRKE9s3GsACFKZygalLKpYlLKSXJgO41q0a6pOVJUIXBSmSoVntRH1oBpolRMczQkSL1SXbqV4ZC5fljewBudaOJpokbmVX1mqHDUTXChJdZFIo2Gd+MrlX/5KVIce+HR/7nFeVaDK6kp0rNDOYfsV7eaKzfVnqHxExzsyhnkcBEnyA8UUcu5EXUE7qBvGHALfvnnNh7t7Xr97x/vbW+GfkmmMoTOa3mpaqySZLLkGf3ITGAW6ZFSKlBiJPhGUZk4FFxJhnHHW0GdF51pWLy4IudCU/llz8n3Z+El1iupFUX00lFKY6qBqjVSt8qNqzRJ0LU2mdT3WHWtBMVCV213la0XdrKmKFVKNbqJsUrr2/SnToJSlaVratpOgqDzwvanrSyEqH7G6Hss6r5XEMy7mc4cxGtc0FaETV9QcPSUG4Q8ryxw8cwiElIhF5KBzrYQvdJVEEv3+UuHoSlVZrEsW8yVVkYVlg0810RgPBxqVaYk4o/lwf8fsZ3yU+WmcaN6v11spIDQNxljCpkLlRfaEkhMlBZQqGAUpRebNGucclxfSRLheC4+6a9ofrIjxr45HCMDZqP92SmOU4qrvuO4aXl5fcX1zQ3NxSWlXLNIFuWSiDmSTCdqIQFsuJB1RsaAylKah5Eyo9LrjNOFTQtkDs4/0798JUqOg63vWmw2ffv450zAQgzQFjsP4cNGmInII1SCTSTVwzymfvaa6x5XHr+2jRlnoiPW2qugoZ31SDyhLqUjHGYJRlpuxzlx1+o21NyiEKImFNTwAgIJyPnCJHwJLHwLTPLM/HjkeRbVnaU7NObHbH3h/e8sXX3whUpd1DedcmGdP24ociSog3dC1Ah0jx+OAD4HdYY/Sis16w3A8fvTU6QK7kjC5MFWBkpdW0RWNq/0qKYvHTAqakhX6aLApo5oITYAuoirtB2dRaFQjMqxWW6EWRgkqs9aEmChak2IQlDIlVE5SSNRSfTdKzoGkZH/QxkrDebtCNx1Za7LWrJxiRrGxDRvXYrQlxMJ+VqyyJ6CYS0LFmXzYEazlEGaKsiQzEOLHFwcmnzF2MQ8VKV2rl/OjxhYP+S/l7MYuaEEQT3BgTcHrt5Z1dkrOVRGvL+rexPnPHp4DykN/0AkArlS/U5FUVfudeqYp9SjRyFnRthG0YQP0XYexTU1w6j38bLbFw5mz9GSaanAZgzjFWyfGvYJEqFpNFwNBY21FYuxpHqxrAEWMiSlONeiWwlIIc32tpT5XK8hFqX1YKeK94v7+HpCiUte12Po8bddia18tWlNiFt+liqaeIrV6nbmIQZ9SBmsMWWu6yjoYp+ch3+f9FudJxnmT91Pk4HycB/BN0zw02J8lCE/jgXO1qPNeiiW5WJKXp8/zfYnM036Rpx/nf3N+7T8mRvlRiUbME94Hcb5sHEZpclbkYiiqoeQWbAs4jNvg2hW27bBNQ0kJqlzbspHpXLBK09oOlCafXkTNwmoRwIpWWVX6kERDVRWRglQJc86UmonrimikJIoEi0u5slKdL8iGbozBOSdV7PrGxRRqsvEAualHcjJ/vvG0SUgUJWpGp0B3Ha3SmKal314zH95z/PArCp77d29p1xO27Sm2Z7YZTINttxQUc4zs9kf+X//z/8y3373mP/7jP3J7d88wDWgN267h0hletIaN0RxyYsqZoiXhsRocAu+qeSSFxDgHSgZjWnKeWXHPRSpcfVLYXFzw5b/9HzDdirtj4v/K/+2j52WRIT4fC8WCMyivlOogbkwN9tsTN1J+dTkESt3I5lNiIW6lUsVRlWbXWGkUXBA3262qg6lQqJpGmihnn4ipSKKtTFXp2Jxu1HE4Mg5HtBIaEQqatiGlWDdXgeFPXHZ4SI6ekds669hsNgQf2B2O+BDwwwGD4vL6hs1my68P99yNI0MM+JIJtcKX68GXc4KciBl8VMQMMRVyVqQiMLQy9qR8opbNnyKHSZx4+83vODaO+0YOkt+9/o7DMDKlTCrw+ScvubzYcv3ihagxtR2uafnEB+Y5nKpWlIptqKpkrav5mrG0bStUSvdAiRjGkf/x//H//PgJlKXxMJbAYalb1PagbatZOcvffXrDz19dc/X5l1x+/hN2GG6LIVWJS3kd4vGzqJTpAiolutVEGY50x4F8PJDHkeA9007MLu93R6wx3L5/S9e1fPHzn3Fx/YKf/9Xf8Xf/9h/o+zWb7SXf/u43vP3um1NAZZsG17U409DZFp8iwzwTgmcYhgfpVhaU41lLTqapKrxBFZTIVKplOSnm/B6l4FRplsSCimSouv7SPHE87MRPY5YGU7fd1l6Jem9raTbWqgetCCkRYuJ2t+dwHPjquzccDkf+Dz5irGUYBvw885uvvuE///Ov+OIvfsbfuAa07Ls+JI7jEW1bti8k8ck51oSjsN8f+M1vfsv9bsc//+bXaKP55NNPCf7jg2VbMr/1nikkDkbMCV+uOloMZjdT5syoJkJWTFGSRnO/o8sG3XTEtof1Fn1xiepXNJstbdOyXV8I0u9aUsmMIZK1IjmHiom/utuhpony5g34QPFSeba1b1I5K2eqtRStUd0K5RpK10PTkBbUsW0pbcvUNoxty+3xwOvLW3bDkdd3lt0c+PowcgwT3373hiHDriDCGUYq1h87Puxnpiz3vzZCTbIqVQT0gRGxFEWWxGEp5P1+ReEJLaac/bRmIeURevcowzglHQv7YxmLUtwDRasmKUrVAq70iC7ogmsStl2TUuIyBJw1tJ34Z5zONvO8frQHidWaLChN3/dMq4lpmrm7u6ftepytEqfK0DU9qkjF2zXNSdRHa9mTY8p4L9TbD+8/oI1iteqY/czbt9+hjeLFiytWfcfL/qp6sZVTETvnxG9+82uMMazXa5qm4YsvvuDy8pKbpqVte0kytCIUoXYt6d6SRBptaZoGGzO6KsSZKne76jpSSozj8NHzdo4KLOtkCf7HccR7T9/3p36c70M/lsTAWntCJpbesPPE5fxvFuGAaZoQSWJ5X9ZroX4ufRVPHb//0GtYEopzqtW5dwY80LWeuo3/kPHjqFNGYZUll1yzcV1vLiW8ba2Fd11EElCXjFoOjlKqss8D31aq5tJDcaJ7yyt/dOAt1KglTlw+P4VBl985Xe/ZRJ4vBNlA5BdKWfCN5f9n2R3qRLf6U+lVPx3nb9SjzPL0Wsop8QkpEXIi5sKcFdk06P4KVUbIpSIbE0ll9hmydhQ3kYtimD27w4HvXr/hzbt3HI4D0zxDzhglTZuNMVIlMFIdXCZJztVa7a5uoaK4kTEm41PGR8UcIj5E4hwoPmExON2w6f50TfT/GudRa40ypgag5rQRyM+MRIdkclandbYktlovPivS/G+X6oBrUcagravIm6OgxLVY1wZXEours4C4ldJhNMlZctOIvGbyj2BuWZuKRVTh/Pt/bHP4IaNtWjprCI1Uw3KGTS+0BVUywc/s9wdu7+5Epk9V3Xwl169Lkc8IlcogfHtdHjj4anmxZ+9PjEGCshRE4TV4isqgrewBIZBDkAbgAimKJnrrGjbrFf1qQ9f30mwf06PKIwgipLUoiyyVm1Mlp55SpahTxepjx1LcLHW/kWRKU/uCcVaQjOtVx2XbcLNZc7XZ0HYdWIvKGpM0qhpCoqRyusyTQhKNEhXeF5KC3miyEaqiLpnoJUC3gFWISVjf8+LyiqurG17evOL65Sf85Msd1lhaJ/Q8aeSMIvXYtDjraG0nPVp+Zp4mdvt7gg8choGURUGHH3hw/LERazNp4WEvS0mawJdE45xOcLqPCyfE/FGykWJt0A5SJYyBqCDEcAoelVLSD5IMxQh66KuyzP44sD8cGeeZyXsO48j94cjxsGcaJ/GE8oHhcGD34T1OaZzW+JjxQZIm3djTeUEBlQr73Z5vv3vN7nDg3e0tymiKc1JM+Ni5s4oDMBTFpMXzYTKaGUWvwCoR545ArjQmSciAFMhBk2aLGiw6ZblfWy9nbWUWSKGtyFp2DmUtzcUFquukIOg9ZZrq2VD7UoyR6rBrKMZIomEdpekozmFQUih0LcU2KO2kp806ctfRAyYltm3AasvRB1oFY8q895G5FO5zJOaPVyj0MWOj4AsGLQihlv2smLqnKXXa4x8lEueQQy1gPQw5A0U65Kyqq873JfnzcvbP0++cfn9JPpZgboln6p5bEQ6lJdFQSNyBEoW/XDLOiXuzrYI5uTY86xNV+uPG71eyOfUSmtoo7ucZP/sT0j/7meB9bR73jyrpC/KRciFGTy4RssKHiZQCxoqsdNMYrKvy+QlGL4h1v9BrawEu50LTON69e880SYEwhEC3XtP23QllUfVAknk0NanQKF2D6NP7+6Aqas3Ho0HnzdPLPC5jaaRfgv6lufrp3y7jnG61fP2UdrXEsqHuhYvM7fLafS1yLL//NFZaHvOPKWGdr4flZ0scdf43jwwe/5XxoyLAdd9h3Bm1o4D2Vu5iZ8FagiqkHMhxImjQJFQO2Cw89pgi5IhKERWjoBqI1nnKdQGYuthLvTFrBqrLcuDXTKvKlKZT4LPQapCNtS78vNzsZzf88vchhVOickpYFKdG8ca2tSHMEe2fR8Xm6Zu8bDhCV0lMMcjHFBimmfEwcbw7smobrj/5G0waMf4dKcy8e/OBYYp89X5kSop9dvhUuD0c2R+P/If/+L9yt9uxHwZSTKycoTGKtXNsWkdrFcYgB37OtSkY5pjQRMbZM84zw5w4TpFYFKoROLTVkWItV+93aLvG7yesXrHpr/8k86OUepCOy9IMvqyFZfactbjajN22DSA3u3NS2Tj5aKiF04sIGtQmP6MFyTBa07pGNPP7FWhDRJyIre0AjXaJGDOpTCgVibMXOkoMkDzO9bSNo9Vrtl3LcX/H/n4v1Yja4Km1PkkICq2vihdYkcoNP9B58/vGq5tP6NtGKsl1fbVdj9KG+92R93d3/Ms//4Jf/fo3HI978XDIkVg0nYaWUr0f5JZJCrQqeLLYNiqFUgWqN6aYsiUOh3soCe0H4ct7g1OOVSPGT70Cr+CYxFVcU2is4dXNNT//i7/gxYtrLi8vRSBi4YtWusKJYFALFstto/XDpggiPbw/fDyFpaCqPHepAYTA0kZrWiMJzWXfsnKOv39xwU/Wa168uuHixSWHfsOxgCqKCzTKKHFUPtuGdE05nAI/jry7G2nCyGxhag3mYsPsA8fjQMmZru1om5a//cu/5vrlS/7h//R/5tVnn/PJl3/B5uqKv/7Lv2WaZt5+9y13794yHHeMx3uUMigkSba2JcdE9p7jYc+7199ye3fLL371zxzGkdcf3pOe6XkDsN8fmWapyC2a7iJE8CDI8AD9n7niyhsIOdeapCQbKif8PDEcj6c+l5iiUF1U1ZBSSooBWuMmj1KCaHjv+dXX37Db73m/2+F94JfffMuQEve3t4zHI+/ev6cEz5tf/4r/7EdarWi0IAZDTLjLC7pPXoJxqKZDZdBRsbu751e/+CdG77kPI1jL+rATmuRHjkNv+RrNsShsc0HXdtwWT58TnS5YVQi6MCtFoBCR49cApQS8T+joiccj2lisdWjXolcbVL9CX70kW0NuHKprcZdrTNPSfv6Z3GPTRAkR9gdKCJT7PYRIiVI5tzXBoBHJ3WIspdJXpLpsQBkaYBXg0nR8euHwm8RwfYNPiXH2eB/YHY8cZs9vdztu55n/7e49B5/41ceuuymRjCAYNsn57Wxt6Ea8mIySar1WQls1Vb79oehEpf7JWIQJKA+og9HnsrK1CPp7V7MQezkZeZ6jvoLEq4q2VFVLrWuhTz8ubipYP7m2dB6MlsIYn1cEFQlZx4lmpmCzker4arWibRvevnnL4bA/FWF98I+SaqnaV8VQwDWi7lVKxjqJC/fHHcYobl5uaBrH1YsNxmhCPDBNifsP95SUefnqhrZpTo9tzA6lNL/73VeUAp9+9hlXV1f81d/+LV/+9KcYo+v1y9yJ6EpbKUwJlMFa8TeJfj5RL7WCVdt99LzFGM+Uwx4Xi+d5ZhiG35PGXsZTKpX3XihqdolVHkvNLtSolBKHw+Hkn1FKOV3D4XCglELf948eY0lIvu+5l+ThPGFZEJanCcd5g3kp5QcLrvy4UnM5C/J56H9IJRFLwGdRXVFAjppIQhf5QDcYJZNxfkNTg73Tv09VhYcvT1liefTNExpxcsY9+71cPz/llC2qJ6eHWZolecj8JBhQp0WrlX404X+K8TSTfZRN1tdcKucwxMQcAlOMTDExhMh+nskKmtBgc8ElTfCJ3e2ewzDz7Xf3jKFwFw0+F3ajNJsejkfRXI6RkgtaGaxWuKojrwzSUK8lkBRuuQSqoRR8zviUqhFfxiQx5QtWE5RizoXBe9w4cnt3jy+GNj2vR+M86xYu6QPidIKla6DpmoambaQxVCso6qGyWgMTWRf69PWy1jTqUcJhqhqac01NdiXR0JWioZKgfNpodBL9/UJClQg5ockYJWZGBYOzBmcd1jisdcS4SAPW17msQSUX9ICvfdxYdSv6vjvNGUqdDoJdOZKDKL8ZrejblsYoJpXxOdBaaTS1SmGVJJutlnWwJB4RKrSY6/0or0LoJQmnClaBKQmdFToFSeSMorMGpzUxS8PtPM/M08g8jpTLhDWmHn6yRS19OZzuU0k0FtrCQjsruZy2AvMs8QZRoTFas16vcNay7jqctbRGY7XismvpneWzyy2vVj2bywtW6zW4FmWFYkfWdY08RmTFa0M2YO8MsXFMuaFsVsyNxWnwITI0TqBx19A0Da9WHVddw1YVVjnipgF9tDQhQElsrCa1LTo4KQKlAimhk5gCqiKJoW0sebvBlMT99Q3t8cBukH6DGMJjQ7wfOQ6HPdZZCTbqYRWCr+II1TkYue/SWYVtMQgTb5nyaI5yPeQKBV0kscjLfnDa9qW6LwWrUjnbDxTZ1aqncY4QAof9nsNux3g8kucZVzJxv2P/RjHXRGMuMKGwJCZnwDiyayXRCHDc7Tns98wx4IsUz+axkWLaR47UWZIToQRdueQ+KyalBMUopYojlBO9sVSkT1L2pV9RUEIVakM9SlT1jKieza1Dxw6zaildhKZDGSNIXC3slRilZyVEipfzQtU+NYxb+IsPQXoplJQoqqAT8h6WUtETqdQ2RSjQwRisa+hRpL5nozXD3LHXH7/uxOehnt/VnE1nQMtcLYaqujyEEjIzEj+cnrnuY6dqcJ2/Ra1oQThO/krnSMhpqCefOf3dgnrkUk1etQDtSkmxZrlYlano6VnssQSIPAg+KAoP8sofN0rhTKZVYqKFkrpa9azXK26tFqS6Vt1j8AQfzkKyIgIry/uRFDmHSjVL9edgraJpDM5plJLCQ8yZvBhFalXp7Knu51WwBYX3IhmrjWEYRtp+BVqz2WxYrzdCqWxa8bVSkUXu9lTcqL1eWoEqIs/+HGPXP+T6/RSB+D4K1EMPTj6hFAtlakkSzhvKFxr4Oerxfd9bHnuhOp17eiw/O7+G5ZqXYu6/5k7+YyhTy/hxzeAh0jgHSkzxCgVfvLyRc8BqCUy0Ambhsdtmi3UrXmxuaNc3D5zaUqiEb0pID6cwLHf/ozdDvq41glMAIWDmAhuKQ7HoIuecH5qwSlUUKkEOunPR+fKQgKgFvkSkTE3lgD/3Jv5j43wxnd7YSv9IpeBjZD/NfDgemWNhCom7w5HXH97TOsd3hyOtimwZ2d/d8Zv//Atu73b8l19+w3GOfJiEB19qb8ocRIO+VHnhTresrWPVOlZdAzqTVSYnBamqKxUx4Zpz5hgS+zky+sjRB6LWmBhQruHgWpJSqPsDb0Ph/X/4D3SbS7Y3Xz5rjnIRF2t4qAIJV7S+LwWRDLSWixdXrDZr2lVP46xU2UuVMjYacbDW0mNaIhRxFNYWrBKp5W7h+xuRal1tLtCmIWLIKDHoy3KIGZVoGoPRiTlEdJzQeURFhcmGBksVqkH3PU7fYLUhhYBWhvF4lPVZmxdjTkJuMKaGDx8/Xr78nNVKkrwTxQSRgP3w7hZi5ObygpI+w6iCVpk333zNhzeBy7Zh2zp0yZicOYaM05kuZEqOTFnWRFGJnMNDsJEzKU5YVdi0it4oujLTpICZI1ZrrjvLqrEEwMyB427HNBz553/6hejal8LFekVxTuRdediwcw2kFl7/EhA/BAk1gC0Q/Q9zLf2+oZTmcrNh0/f8D//+v+PmxRWfXF/Td90p0eiMxinYWkOvH4w+U1EV85E1ixLdJZYE6eyKtVKkpmNQN+SU8J9eC5KZZK8Kx6Ga2UkQsNpucY1i/e4r3P4t0ze/xLuGpGtl2XuaEJh396j9HfkwkHd7UAWjM9Z1dP2WddtxfXOJf3HBTz/9hDe3txSluT8c+Oa71+RnUFj+yz/9I66VRlBjpGE7zCM5JqHmlELTPDR/Fpb71xFSJERZJ9aIus52tUIrTb9eV0TDI3RDoZc452rQKEjlIm2ujaVRms8/fUUMV3z56StSiuzvd3z7u3v2798zDwOrFLkuGf/Vb/nuVzNaFQyFsl5TNlvU/SXqcCQozVgM5IKO0rC/v30v75cWk8igxKT0Y0f+fE2+D5RDAif8813RNKrwSYFVEWO9pCRJS1l6bCKKrCzJGElsrUWlhA4TJkw0hz1eG/bvX+OtYegaOtfw+XcvaLqe5rMvYLVCf/YZqmtRr16hrKkwJTBOlJAoxxF8qAp9BZVLZSgkdE6nQl5OEtwU4c9gKHQ5U5SiUbK3bZUG1/JX1w0pJf4v657dPPA/fuzcFekBUkqdCj0iKCQURlkYS2omaRlFV/8jToXPk7RyjjwEeaY2Q4twzOLILX/36NPvj6U+KhUyUor1eeRKTEU3nK4CJrUasfgr6Vo0kTxH0JdcY53lQ/3BJ/9hI8Z0cpde1Jj6vqNtW/7ip39B0zimYYef90zTRAieEAbmecJaaQbXWiruS5FWmUxmPiXC1mnWG5GrXa1aUDDN+wd2jNJcXm2kzxZISei1EtjK6xyO0vfw2999xTRN/C//6X/l4sUl//bf/gP/5t/8G66vb3j16hNymkgpiTS/a0WYJUZi8IyHHQpOlLDJf3wz+CIne64YtfhnLIpNy88WM74lnl3EiGKMeO8Zx5H9fs9ms2Gz2ZwYHPAQJ54/n6sO6CnJe5dSkl5FY06qU8MwEEJgmia8938waThPXMRV3Z4Sz3P0Yyna/NjC+49KNE6by9kNVqoSRszIxm8MkhFXVYvsSdlRSqo3EJx9UasMtQrBosd/BuuwZF3qlGgsDdKnrKpCn4Jw1oqwEvUhpcWkTz9oOlYoszwgHLUSIsFYAR64+pSlBvHjs7gfM+oe9BiBoQZMuRBzZadrK03tjSNm2B2PuBKY85HD/Z67w8jdYeD2fs8wB3ZTJqFQrSSIp6p59W8wJWMRFR+tIKtCVuWU8Ai8qFHJoLPFxUAze5L2uCIbYSpCsYpa4QsMIeCnifThA90cmFTzh172j54fGbVZSelT9do1Dc45uq6T5qvFyKdA4kGSrdQHk41LLcwY+ayWx60wt9Ynl++lAQ5ApXxWmypoLVVVU5VI1GIKiFRoSjUQopSTp4u1T7Wp5eDIZ4nvc4fRFqOFW744uisyuUDrWrqu48WLSwFr4kxJgXnVEruGi77jsmshRumpKIkpRoKGxmgSYLLwxZcjVtUKm1VCt2qNojOCiGiksl5KxiiH04rWGnx1VY8+cTweuL+7YxoHUoxVBGJJJJb7rzzck6X2fcHp86mqmBGO/0cOBbTW0DeOF9sNr64uuLm8oG9bnBHJz1YJZaXT1RW9KiRZgLLA0PoBMV2u/aw4qRRkrVFtK74gboHZRcosuUaqcClSCrhOFLmaHNG+SLO00aIupw06Z3QqmBSwOZP8DMcDRheskaRRGYdyVpRilBITuJhY9StmH2pS99FTh/dzjXwUqaLNfhQ3+FI9anI1JtN1ElKKaBtEPrsmGkZrEUmAam6oa2Uy1URDVGuI+izRUCgW+KhW5hDO+EJ9izExjtLkOk/zaX1mL/uWrsZ+yjhUE1GTh2EmFBiyVMuJiRS8VCCR61BJo40iPwPRoNXY3uGSFmRWO1HUieLqnaiIRj3HTmca9VxTgJKEXPahhKpFgVTP6pKkV62kRMFRQiS3dzB71KqnhB5jLaVxgmAYBW2LcqJ+UIJDjTOESJ4DJSZUilLESwlSFIremYN7rntaVppoLFkpYvUnckajS2ajEDrcRw7pHYynfV6Khkjzeq6IWMlCqdaLjKs+sTSU4sy0NZEXYZgk6oulniMn7y0th9IjLvujK1Knxz3752ksrvep7mdRG4w+M8DTWoJ4LYWN5UwuKKjJ2sLqSM/Y62RI/+VDT8AiwKJY9T3b7VZ8LdpW5iUrnNUkp09Gzo3TWFuTDCVUOlVjM61EyaptnBT9QO7llGr8ldFK07qEqoUizhC7UlGWJX6UwLswTRNqZxiOA/M0S09bkpgu54r96aXv6yEJXvo0lVLMz1CdOkcTzpunlyD9aeP0Qk86zXp5aOwWFMk8UkM9/zhfZ8tYHn+hOS1JwtJ4vqzXhQp1fi3nX59f2zkCcupdfXLN3/f1Hxs/KtHwU6R1SQKrGqzFEIRnq4I0wPa9BFE1ObC2YHXE6IRWQVTYjEUZh9EtBo1JHq0cqnLyRDbzgQtpapOurhUsyfrVwx1c0YmURYc9aVm8Mtn2pCIUs3B75zQzh5kYRX4zpUyMuWa4BlOb3lVRJB8rimIFefkTjoc3Wf59jmYUIKLEXRpHpsd1jrZpxbjv8pLX337LP/3v/xvTYcf+7Tfk4MnjwP5+4O37e2Yf8FlTtKbkllJdNimZlkyjoFs5VhZMCpAUmURSBWMVnXFsbl6yunohh3vOjIcDw37P8TBIUOhn9ocDnsyoNb4UjsNAORzxr99i25b1zVfPmifh0y6btj41bS9VH601F5eXrDdrXtzcsNluxeTMKEFnyOI6HCM5xCo7JxuOFqRWmr+NHEBLILvo8ycfKKagnBK54RQgJ0qcyEl6V5TJFAs6K5RKkAOKjNEwDSPH44DsktLQ0DYtcyPSgImMKkZg3pwk2UiLas/Hr7mUsxgpVmhdkES5hs8+/4KbTz/lL//mZ6Tsef+bf2H/9ltuypE7G7m+uOT64pLD/T27D3d8GGZCHFCq4LVBx8SxSOMeNbF32knl0gjN6pO19Hp0KuNKlgY2QFtNowwvWkdvDR/2R0YfePfda3Qu/PTLn/Dzn/8MYzRd97ihWy0JYS0oLGZupyC+9u6oArZ8fFOuVnDZt9xser683vDZ9Za+1VgjhyNZ4PxUMr6iFaYI3ceUgilZZJGtq47Wi5z30jsmB7G2Iu3brIWFfZIMNnW1BLnv5hAloa+v1caAzgk1TajK4wVOnPlCwfQN8YMn7t6L50JniUox2w7VdSinaVzHp6styjg+vblBAb/+6us/XJ39AcOVSKscqEKK4iUThwMx+NrHlBgrN16QDSs0Ta04zhPHea694AVnG9q2p20btus12oAzRSrMuoWzAESZmtxp8buxVn4+TaNUAesh+uF+4P5+z2E34qeZnVZYpVBBAe1pjbnU4rxD7QsqDMQYmPxUK97hhJS7nLj0s+zSZtHx/7jRXzS8+mLNPELnXmFVi9vvyfNMuN8xz4VoJIHLS3FNCa3zVNFPGaKHDErEHmtBINOnQlsy3QRGRcoQiEozv32Hthbz61+hug7zxReo1Qr96aeofoW6vkStO8oXL8AZ+N0b1O2OOBzxu73srznjjgfc4SC+Rd4TUmQO4US9DcYwtg0BGJKiGI1uO6Ei6sIQPz7o2+13dFHueVvN8qwWZTxbEQhjdDWUE4R7qQobLUFZioEQRawihrk6YkdRBOpXNE68emw1JdW1GAU8KAqd0VfOqmOnc0XVMlWM6eQFNE5jRWyXgqckGXJ9hqaKXdgqta71GXKgdfWneN5Y6EUhSN9qCDMKxfX1Jet1z/t335CT5+72HYfDjrRxpLyqga2tkvKu9urVZEhbnDWsuhZjFK3TtQJ/kPOprpvjOFAoTKP0NHRLZb7pscZSirARlLZ0Xeby6hql9MkF3CpLGAPJR0oUlMjahlIgVaETaw05VguDLMhpSol3799/9JzN83xKDPu+R2t9QjSeSszG2ru1/P65C3jOma7ruLq6om1bNpsN4zhyOBweKUdZa09JATygItfX4lq/Wsn7sXxOKdE0DdvtllIK3vtTI/mSTCyJxZLspLPz5JHQSi2MniMdf5ZmcGAp4taPcgIoFiTinNel1GI5V4Sisrg512qTosKZOaNyPlUly0N5/+EDWMi4EiottAR1qqSipLqsgaKKNPVaizWigBFzJKSACoVSEmQIRKkQVPhOLWWhE5paasXoeRXmBfo7B1hPzeeLEld9VctvpJwJMZ24xoraM9C0aFXo2gaFLOD9MEKKuCTOuRakCV4LSuFLIieBI8kZrcVhuCmJlozOEZIm50iqCkFaizvn1Yur06YgyEGDa3uMdRyPB2JK2MZVupcE9Tll5jlIZfsZNAx4uDH/wA+h9lW4phGVHWcxzqKNJmsouuDn+ayaUDf8GrBq9YBc1HfmUaafYiQX0AQJiCqtpeRYvR1ilVDOtfIuVddUE9uYJLmRNf9YWQLq0tVaEJAzicTnrrnlHqUU0PmsBAquaYUuJXAG4W1LaQxx1WK2Ky43Pdu+Iw4Dh1rxVaXU+Vru76XdsWKAShKxRmkaXWi1pjGgs1S3l+Z7kanVOCU6/lbJHjHPE4fDgXEYmKeJvhMzp3NFulKW90/eu5pyPLzOSk1aFO2eM3mqPl6cJ/w4QJADK8dqJhdTTWzkvZcEAyzytbJSUBEEsc5dqTr1tlaabDWZU+ZUYFAarJWqn06ZkmGIUVTfjCj02ZjQOWJnj06xKgwVTN/hWoNqW5xx+PUdc9tgnME0Dck2JAwUhUoZYx8UARd/3+cOW1XflAIllkli2FUTd3kLS02sF9GJQkpSuIpBTDhjzHgdmOZI17WUAsYonBO0zlXASw6+6lGqFEpllDK4RvaOcZLkZqkSjnNkmAKTT/hYiAsamZX01FBR0giNz5UaNJNSYPaTnGXEZZmIR40PGDLF5GdxvpV2uEbOJmssBks2mqAVUWtJMoz0z5Wy9HHJnErSscCisPSngaDhotuwKFTl2lNWEZLZC/UOUFMLXYeaJkEyfEB3Tt63TQva1D6ygleZicKkMhOJLni6cSAFT/AenyJTDMQibuLBWY46Ewocg0jSEwPOaEprmJ4hbzvPY50NdQrMVU1iZcd4EJoxtlbsF2VMY6AYUTfzXpTN/FxpLYHkJIZQFFLqWIx/y/kmo04YRv33k0RjuYqzfR8kMQ0hEqvQwcLpWGgq1hqaxp1kY+VzrFQWMdHzz1A6O13+qWK++EtJ7NO0UhC72G65urrE+4EQJnLR5Fx76ZytKoCWLIx48eCy0te26luMBmclwA7enehFOiUmbcilCkUUKiNGkkGhjzlA4yx1H5B5CLPQqzSKGALz7JnGkcWM+cSGMeLjpk/sgYefPYep8rTfYUHJvk/16RzhWJCDpUk750zbStFl8fg5/3gqUfuop/fsec+N/5aE4BzZWBKGp8nGeS/J+bWfj6fIxo8ZPyrR6GwnKAOqmtpJZRY4KfVUJwLpc2CRE8ukODPPR+H+WisIgbKCQMwzJSWRxq0mSVqLoYrSWnj/CHVFKy3qHzW4VGcypE5pigbtXK2WdVjnaFxLYxsxq6IwziPH6cgwTuzUAe8DJJE/dVoO/pglMFBlsWGXRf+csbxtC+2mJC+Bal5Md4q8JVpTlOY4DLzb7TgGxRCgNRZVq+H9uoXwKeFv/pLvvuvY3b6H4Gn9TL8uXHx2TQqRMWbGlPjlcWSMkWkeUWRedJYLY/jcRC61x007clBM08QcA831C9xmw5c/+Yy/+ff/R+YgtIbxODAcjtXHBO7ubvnmd7/lOB14d/+GEBJTiiitaS8vubi85G//7b971rw1VaP7EXy4/F8pkQO0FuMcaEUC1qsV6+0G21hMY7m7u+PD+/eIf0HGaoVpbW0OFHOr5UYKIZxuPKUCTIGCIhcJbZcUICShBkzzJJKuNfAEQ8qQ73cMoz8LqIRfeRwO7Ha3DMd9dSsvOGsoRdRHcsn4mGTtPYtClVE51gRBP1DHkB4krRWGGV0ilybSuMgnn17C9Zo5FuaQCXHm/e6W+zFyGD0TikB1BM3iaaEVp2DZAStl6HVhYxROlerWqshZNkATpTFQOMmKg9XEpDjudszTxNdffcXvfvs5Wiuurq4eku+aZJxoM/CQYFRkQ+a/NqE+I+ArpbA77Eh+4P/9P/1PrJzF5Pqc1clcncl26wKmfrCEb0tCdkquOAXzthZhrFr2yjPVGyV72vJ+JRTvtcMbx/bLL2g269pMr7gcJvoQuYqBTUqsfv5TtjfXrH/2c9Y//Rm3//LPvL1+xVgUh6IIPjEMgaw16faA1UeO5o4P93fcvvmO/W5Hfsa8AVy9uBGJ3/LQLLlarWuAMZNiEsWak3cMkKIUSrSmN5ZhnvDDiI+JaZYCR9evauDh5CwwjRQ0vEdrxWbTSyJTaRibi0u0NuwPAzFlmq4Dpfjd2wN39yPBZ2JSKF1qEsup6KRKRo0j+n6u75qpd305FbRqHYdWZaL2tAZmoyjP6Kya4yucvUU1ET8nfJxJ04SbJz5rDS09KaZKg5LlnlWpppBSEVeVJSz9CIj0eS4PRTStpUFbKaKyktDmgkoQ7738/LBDWYv93W9RXYf+7FPUeo3+4jPUekPeD+TJ89op3n+y5rX3vAueFzvP1fEWpgnGkZnMkSyU2lIIq47hQhrmh/FIiYk8eZHYvX6B5+PX3jdf/QprJOC9vLygbVrc5QXWOYKfHoK2SlHRNXjW6zVZiapeiIHgK9vBi9Hj4XCgaVpSuKDre7rGUrJIR5tiWeRqF/O90438tLdzcRQHoOAacaaf55nJzgzHicPxSPABP/sHtaoqSiJIhvgUuUZQmCU4Vc86JzgFpNRrK6XQ990J7VHAv/uHf8eXX3zBP/7jf+S3vzXEOBGTr32TkvQYY0mpEGJmvb7g+uVnolyoQamC0akW716SSyHmTIiRD/d3hOCZ5yOlZJqmxRjLdrWhaVq22yvaRowKtTJ4HwgxMY0iuauV5u72jnEYefv6tewXbct6s+blzQ1N29JWOvVqtT4lUbkK4nzsWK/XdF2HUorVanUy3Ysx8t1333E8HvHeiwfK5eXJU8Nai/eeeZ5P1CmtNV3XMQzDSbp2GIbT+7N8XpCN80bwxZx2GIZHKMRqtcI5x9XVFavVqvbXBOZ5Pl3X0iNy/rPluZbkZKFjnSc6Pybx+FGJhnnEZ5Sqv9aSBLi6IMmPpeCWqqpIkkoTlHgRiEJ/IVUt6ERSnpgyYZrlxS2oiK7ohy6i+pOlcSiDBP+63sCqLCCHVOyKICWLH4DS4m6drCW6hhQzrW1QGaJJciOriirUDWHZKh4pP3zUWGAgakUjk6MnL9zWJXDJSWQDtcH7mXEcmYJiCgplHTZlSt0k27bh8vKC42FP03YUwMaIMoZV35KsoQkRGxTNsRBKxlbNkpWGtYWVLnQqU6KnJEjzJI3KpdBYy2a95sWLF4yzZ/LzyczHaUdrmroBB+53twzznlkLRU0bR7/Zsrm84urqefK236d+cF7tF5nLs1kuRWRpmwbXNTRtyzhOj/siQDikpZyM1+AhMFqqCpDIWfjxMcNSHUGpk8txqhr/y9q39eaXQCpQV09t8n24sUMIpJxEvEVJCCou5wu4/qQg9mPHUuEv5QEWoJx8IQCh++RMowpZiyShcZa748xx8oQUmIJnjkkqboixpkhLLyjJAtfJdRuE1r14cCwGgLFWWRf0o22kr6APgYBINnrvOR6P3N/dMRxeEvxcD9fKTV5uofo/dQZmnH3x6Hb7qKmjCM3SZ27v7hgU6JxRlQIliMeS1PAo0ViUfx7wo4qwcCLPYZC/sSzzVOuYpR76VXQjA1Fp3roe3zRMV1e02tI5Ue3Kk2f2ATPPEANmnGhCxGnDerVm6NfY1RpSJoSqbJI8KQVi9GgKQcHhsGOex5r41pjoI+NlaxusbWQW84Nyj7FSgEgpSTBrFud3WTMAJiecySfFsJwy3kuyXlBCg7URpQxaSaI/n7T9ZV2VJIe2qkj2cRjlXMkFlGacApOPVTREFmepC6mc7hkJ3QXV0vLxAKKjrax1qwCVmVwSFcCiT0W4jxkpdSjdyj5Qd4G57hmDgsEoSRiUknyX5aOmQao8WvennwncQS6qKhwlCprKMRBPoFJQZwpVSmtIGdU0aGtQ44hx0p8RfSSlzLBy7FvDHYoPQFaJlAI6BXT0zFqueaYwUAiqMGppaB9VohDJcQYSuohp6MeOMI0kI03JOfZgDUYVnIFErhXzij4vzt7VEHIx0kzBC2UqZmKIRO/x8wQUQmixVhPDjFaQKk1L6Shoh9K1WPg4wXjYeWXk5ZwvdS3pJY6S9ylWFb5Uaq+e1kLDrLK82mhs47DGEHOSc+2jZ+3sOs8CS3ig5dh6Zm63W4xWXFxcst1umWeDD8trLadEQ+sCKtO0Lau+R2uF1aI8ppEik8wDolgZI3Pw+GABkcq35xV4bejajr5f0ThJQKbZE3yUfkcjfQlLwD3PM845prYl58Sq76tyn2MR41BKkBIKdP3Hy9s652jbVqiWZ03SC01pHMcTlWpp8F4Cd3NW3FyQhJzz6e+WZGN5L5b3aEkKF9QCOP3e8rtLDLMkQct1Pm1GX5LvJS46l+JdHuMcDXkowP5+TPbHxo9KNFwjfOJShD5R6qGolUCVRhuRRkx1syhVMShlgpmZzUSrG/r1mhJnBm1JOTPOgRBHhmmsboczxhj6vj/x9bQx1aVU42vvRtd1GC1SeVCfqzYY5VJwTrL9tulwrqHtOqm0aU2rDa5bsW56vA8M44iPkdF7EgWPwHquZo7VvvNZQ1WKRQ4jOQaOb74iDAfm6UiOEddvxVxrfYlpV3z45hu++e4Nt8fA7TFy88VP+ORnf0nXWuYgh/mXP/8rTNvz9m7HdHfH8Xe/wZXM9dWWHAL3h5FWKa5Koi2Zl72jMYq/vmi5cIYbp2hV5jAN+Bgpc6CkzM3FNZ/87K/52U/+ir/47Gfsjgf2xyOaW6YpsF5vubm64Yuf/AX//h/+e95/eMs//fM/cpyOvL1/R9P1fPrFT9luL3h58+mz5m2BQc8VulJeKsRW6GMlE3JiDh68Zlvh8LZbsd5uRSJ4ngUxiDMpCDReUnUrzmJwpni42ZaGMz/Hk3QiSrG+2GCdwzUNxghnIadICJGcMtY1OKNO0bYomFnyPJFyZJ4H7u9v8X7E+wlrFFa7eujUxF1LYNPYZxwh2VdKV0GVSs1RIulnM2g0ep5RYaTLBWud3Dsp8eH+jl9++4bX7z/wbjwyBsWYYSYzlYRPlSKHGEUWDTGLbGBClM4W8Z0pCPQbK0S73lzRr3o+//JL1tst393esTsOfPvda25v7/j2q6/Ifmbc7YjHIy+urnh5c4NxDabtKhWiUkceARlK6C/Ioe7L827YkCUUm7T0D+ii6ntUCaE10dQV/XSIsEK1FjkbSyN+RUnhRM85eQPBw/dLQXtPRjEoCNqw316R+hW2afHG8W5/JIfA2zTT58jq7Rva3T1X9+/Z/ss/81evv+Mv373h9Xff8PVXv+F28LzZj8yz53gYpIJrhLvvyRx9YHe4Z/aiLCi87490uD5lWEpi9AKmcehs0U56Vtp+VZtPy9khm4TXHwKm2ZGVww6DJANKQQ7k5PHzAu3rippIQ/0he0DVQ1dx2B9RSsu+VosPoJiPO4r3p/4e0RSVB1qSyDOu6+kFSXtTDfKzFCsChawzt8njTMFnVR/v48Zu/oI1DcbOXGylEfzXr79j2B+gTFyVxE3n2GhLsyvYID4K4g6USWRZpwXIBZUKJUsisYhfUNeoqgwBqcudI25KEuqs4BhRo0ZNB5Sx8PXvwLXsLjYMXcfv/upz3t5c8UFN7Nmzbwd+23pcybhkUH2P2m6JJTPnRNCKoSSygXTRi+Rub8laEzrw6eMTDUfGGfGEeHV1wWa94dOX13RdwzC0hOCJWQRtdC2MOivUJD975nlkniemeayJRmaeJ+ZhT4oTWkeCb1F4XNMx+xFrW7rVRZWC7dFGElylRPWMOr+AiCGUzDweiN6fChUqJzadwZSezig+lMx4PJBjqIpIqj6OAmVrolGdn4M/ybE/Z5wHlEvAvFBwQlWoXK3WrPqev//7f8PLly95/fob3r9/g/czs59rwO9O6H/bdaBE8bFrHYqCJqG1wjWSGBynCRs1l+WCGCPrriGlyDiI43X0AbI4u3dNy3q1oWkEmVSISXAIiRDEm+Vw2HN/vyPGgPeBpnH88pe/ZL1ec3NzUwVQXtS+hQuss1xcXH30vL18+ZLtdgtIsB9C4M2bN9zd3fHLX/6Su7s7cSa3louLC5qmqR5f7QlxmOeZeZ5Pxc3D4cA333yD1vr0ewuCsahYAScfjXOPjeU1Ho/Hk0LV08Z0QGLnqk7VNI2gajVJWxCVc3fy8yRkSUSWROWHjB+VaPw+VHLO167So0DNQJDN+0F2LuUIthEOvbUoYyhJk6NU2qZqIudnSTQskK3F1heplTQ2ZyUTl4wGYyRAVOI+m2tFIKdMcgGjLamJ4h9Qg1PjnHyoypEu4lmhdRBzl1r1l/u7KiicaCcfO6QvpJRE8hPJT/jDLfNhxzTsSTHQ+AnT9LS5YGNiOuwY9jsOu5ndfqbZbNgMB3JuMQZWjaVdr+hWa/rVmjJNDEroN52zZFWYrSZaTa8VSkPrLI1RbJ1h4wyNKpiSKCGQoqekDBn6rufy4gXr9ZZVtybEhA8RayQIsa6hW63oXctFt8I1lvv9LcfxgGosbd/zxWefs1pt2PTbZ80c8D2Z8yIP+ATd4Ky6B7VyKutNDIWk+kHOZLV4spUH874zrqLcqIV5DpX+JOuhqzrehSLGdaekJFXJyXr4194jS0apXI1zRKnG+0mS8pykWb+qFGmlyaogmgDqhCB+zFhkGlXOIrGLRtqNK5JTMiqJYoyqxYNcX8fkZw7HI8M8ixt9EWO0RaX/EYpUHqr89Z2pdCn5eazUjbRsWE1D0/dcXl9z+eIF0TY0q4HDcWAcR7yfufvwgbv3H7h//4FWG+JqDUWciVEi+3lSUCulxooPwgpLIvKcIUo54l9wQkWpIhX1UBAvmrpfIMUXo9QZRaKiFCzpBst3gRq3lodEQ8vFo2vwOCoISuGNpliRL01aM2fx19ElEXJk9hPNcJSf+ZnrmxfsX1yxf/eW/f0dh+PM/k5g/GkcSEoRjSLWSvOU6r5ZaSWi/vNxiUYpZ3dkWZA5QaSNUpSq1qOrAMJDASELlKI0TdOeKAjO2dP7nChQYs0D6twWBVmTk1QoxZm+PrfSJzfyBWHP0UvfRU3CTwlGfgSPPeIoy3pfEg4hBy+rPZdMUIlCYc7PgIIAn1o6OhQiTlFqUn/wgQ9EvEpYJwZ5awW6KJKqIms87H8yLw+vYUEuBHdcaMGSmIAiVMRNfJTBlizrtVYLVBS3deaZYizHEjmkFfv4gr3KTCYTTcZbCI3GJYNzBdu22NWKVDIhR3zJzFnMFotxkBNZF7ICb2B+xinbWFE1ss7Rdy2rvqNrG7qmIUWHVgWbpf9AV9l6rYT5sPgrhCAIRoqZFEt1vg4QMvOkKCXinMHFgNIGa2ehvFoHpchZ44pQ/JQ0oi8Uqlx793zwBD/KBllyRa1lRVmjq0Lgony19AIt6y+Rcy0+WUM0Rgpdz0w0zqvTS3UbeNRj0BqD0Y7Li0sU0hPj/cQwDvXvJNGQFiFV+zUeei3EpLQIwmENKYuYSzHlRPVRJZGiIcyRWNIJ5dWqGhoai7PViNIYXEzEJEiG1hPTNEpNIme8n0m1PzIEUbkT88GOlApt4+sW8fHnxLma09JMPc+ViVID92Use9Cy3y2B/pLkPZiYSlH0nK60JBNLDL68P0uPx7la1bm61PljLh/nJoPLNSy/D5zYGMvXD/4qD/HRjx0/rhk8ZXI1QTmFd1UKNYZISSIFRxYIsCixjs+lKhgoQ9+s6FYrSkqkEBgPd9wNO6YxMOzFyVd6PTTSviPVFdRStqRq6SumearNPUaUJHT1C6hBVJxnQvGkEAnWEeaZ4/6AsTXRsO7UQLxuO/qmZdWtmFPgdj6ceOAapIfkGRJyJXv84UicB+5+92vmwz33X/8Sf7hnngdSCqh2i3IddvMK021582HPcD9w/2HP+w9Hhv2ed+9vefHqhk+//ILtekVJV9wdRg7DzDTO0t+SAkplnC5cdoreaP7+1YaQMs6IsdxGJwyZcZrJKUo1M3jU+pJ2s+bTL3/GX/79v+fq+lMUFqMbGiu9Lo229E3LxWpN41rarueV/ZR+1Yoyy3gQ3ftGmnn3d3cfPW/fPx44DLkemtY5ur5je7GlX69QWnpcsjKEBGEO0sTeNLRNgy6Z4hWx0qZyKcTwUAF4UN8AtHDC236FsQ7b9GhrCamQY2QOkXnhTZM5DAPjvGj9yxGiimI47jnc75jngfG4xxhFYy3GSBIoqih1MylVjvc52W0VAKAs8tGl1tMLscg1KZVAZXwShOew3zMcBu5vd4yHCUKhsx0JoZg11p2SYRMkCNpPAa2hcSJrS1EkMvs5okvGB5GJVFphtWZ7fcPLV6/423/47/js88/ZjyOj93zxiy/49ptvuX//nsPdPfvbD3z9m1+TpxGXIuvLKy61ohgj6kqcNdaffQZAq2d5kFCTl1hgzpDEsgelFJcX4j1wPA7M3mNSROVEDB6dI6bSx5a0Qj35OP+e/r3PqqId0ms0qkLQCqzFWEdjHa1zuMsXlJTxYc+UZvJ+T5wDJWbGD/eof/4X7nd33B+OfNjtmHzkOAZiyfgU8cBBKaJWjNaQlIamxaG4asQ/Z78fPmrqQgyY8HDYwQMlcTn4nppMnR+Iy8G5qLiYmtRLIpnIeZZ8IEliKW7mCqUMpcDspShkanPz7B8rrJg84RBTyZyrzGvK8rGgHEuyUMoD61Ap0EKdVLZKdi90GSVBkVH27F3+8WN39ORssaVw1Yrx5/1h5v1+5MPxHhVmPt/0XLYNP8uGTzCs0Gy0qZlGRdmWhKkWUGoFUC6Vgi2FmcK7HBlL4U2IFGBrHZ3S/MQ5eqAJCZ1FpacAKc5kpfjazLyfW75+2/CugWbV4y4+p7wy5NiSRk8YPKbvcdvtQ6KRAmMYBAnV1H1WKv0hB0L4+A3v7/7qr7h6cYO1jqvtpQRpZPzk8bMgzouP1zxOxJhOinAhzoTg2e3uubt7TwwZP0e0UVhnGMcjr998jTWW9XotEtO2E3GWKoyy2V5hXcv28oqm7bh++Slt19N1wszw00QIM+/fvOaw3zEPR6FlVZRJG1HJnHzAqIwzhWSkj6BU+i6AKhpFgGTExygaaap/xliQ2nPazMPPKh1IaTKKi6sXbC62XFxt+dnPf8rbd2959+4tORVSEirjcRiJMTGMt6xWHV1jUFYSjEJmmgYRuNEKg6VtEYU6HygK+m4NBbbbC5qmpWs7UfoLgYDC1b2waVphGax6Yorc3Lzgpz/9C7yfGYaRlGINxktFC47c3f1LVaGSQN42Hy+//9VXX9H31auqzp8xhs1mw1/+5V8+ojQ1TcPxeOTt27dM08SLFy9OvROvXr06UaYAxtrQ3tRrW/oy1uv16f1Y+j4WVEFrzfF4ZJomdrvdibK1UKbu7u5EbGUcT/vter1mvV4/2h//0P68qFEtz2eMOfWG/GvjR6tOlVr1eahZ1YWZqlpAPtfoXbSiBdEQLXiBLW3jaLpeguwsTeApSubkjD1Jiz7+rz5jrTjllKr6hlR2Fhh4+UhVgUlVSdFSn8OYiA5R1D2K9HvYvro+WyAqmmgFbq68+8ICsX/cKDkQ4oEw7BluXzPe33F8/x3zYYf3o6A9zQi2w0wF1U2MB08ePfF4JBz2ZOuYtEUbxfbFFVZrpnUQGVsf8T6SYpTH0qIs1VowaF70DSlnTOWCqjhBLkxJ+gtmP+ODp73QuLZlvb3g8volbdcDi0GRVGms0rgKOztbFQ26jsZdVwWWreiWJ+lfmJ6jK/9kLKpRi976qUpn9Am1aFvZfEKMmODRVWxAVb7nooDz0MCHBJb1ZvLei+KX90IzcgZljCQZTiopSmtibQaPFcVIZQmWZiBIVWwxvCow7Pfsd/dVtcqjlPhcCEtKDsClf6TopaL08XMlcUYNmoo+KcUsWjNVnw2QpjyfhLZ4PA7MkyfFVCv0Bl0tdY11uL5H50w0CXzEzLFuhBoDlNoT71NCFXGOLxX91ErRdD2rzYar62uuX72i9x4fI0M1LyzeM+4E5RsOB4b1ivFwwDYN0Xuw5rT/LBz/UpV2xH+kzuHzIEjqG1LFKOo6UwrVdtjVGpUKoMnRo1KUNabSSTQAZF+Sz0BFwDj99KE/oyB0l+U5QGhNURWiWjyBKr9XG1TjpHqvAyEWkmvBNagwkmbP3f2OQuIwzuyGgRgzs08khO4zKxgRJaMJKEbI4loZGmNk3X7kEDfec4eVh0Tj/LD6vkRjOS9UpQvkek+davUlns4gcfwtxFgQhaUlUJKEQ2tTfy5/XpL4ShiVybqqQylBmfPSl1FEurhU9PshNS+SZNSERlV3clXvIlMlU611z1I7C6EwZY3NmqAzKou8qo+RYZxJ84TWmilnLk3LSmtGBTOqohHq5A/+CBx4wvwtCiKFXcnsS+brHMlK8QLLShWulloOGVtERKUUkahNwGGGnQrsxoHDMLDt1rRuheo36O1MMDNBjeSuJXdOUJ+kCLEQivSGRF3IWRPQlAwxFKL6+PLAi8srbm4k0ehci1ZV2rgWQHNeejUhxUjwyx4tBpkxBeZ5EpMzn5inQNs2WNsTo7jJC10p1vuwKkE1LdY6gg+4Vmg9Xe/ZXlxVOdIWMIJQxEjwnnkaGY5HpnGsCXShbTuatoUi4iALWpZTOiHvpSIggg6IWqTSnOTQP3qc9RY8SjJ4jHaASFJr3VYDvtWJRRJCxM8BlJHkPmd88DTRCFpZpCBMpu4DoGpPjTXiRGSMhQKmEcRps94IvaciHiBnmlZKekfMcjYbXP7/s/fn4ZZldWE3/llr7eFMd6qqrupuemRGQZSAokggie/LC5EHlSQ+0QcEBTXOAw7PKw7R4KMSlTcS/akRWo3BIRFiiKJI1BAwgkojhkHmbrqru6vqjmfYwxp+f6y19tnn1u3uqlvVoLI+/Zy+dc85d5991l57re/8jTkSBKHdJzd7L3nDbLbA6Ib5bN6tPVmWXZGiMZ1OO2UiKgXxuOvr611kRHzOGMNisWB/f5/hcNg9Px6PuzyTwWCwklsRxz7LMoqi6K5TvzpVNILHpnx1XdO2LXmed96Quq45ODjokr5jsvl8Pu/W4JU82J7SGb0chxWNvsfmgbj8ZHAlvfAdXSlhTlpjus6vzjqs8FVVjPMijbULmtYyzGdMBzOEhcFojbZtGYw3vJdB+AlUZLnfVJUXbn1HTokqvLvHhi8co52dCJ0yg11QycwnTUkv8BRFQZ4VoaSkCuEhPtnLUQdh0Scz5WWJAjYHI7QxVHW1LNmqj78IVtv3sjj/Yar9HbY//EHqgz0WezvopkLHxkB5g1MlqskQA1DkbGYD7MhQGsE+lt0L53BrIwqjUVrj2oZqNuPcvffS7G3T7FzASQMTX29+beyVrElRoI2lMaCNZW8qqI1jb15R1xWz2gvXJ89cx6kbb+b0zbdw6rrrGIwmAGGRbMlwjLKMoZSUziHqhnbhvSJG196ybHTI/jVYa9DNpWm994evex7ycKz1wpj0NmPrAOPLhxrjfH+WYuCFf21QTUsmfTM6/7DkWeF/FiUOjQt9V2JzxDq4I01o8qTy3Of4lL5cMlZjrb9RtfGhfnXTchCqJvnGQW23wRGsZkp6gaTIMwaTMUpJisx3lM5DKT6fNO4Vcxy07fGVNC1CiWOiYhVDAAWGEAoYGitdmM7ZP3eBnXPb7G/vMWshy8dI463HInSWXt/Y5LpbbmVa1Zw9v81sUdHUDSrL2drcwBnDfPsCddsyXSwQziu3UsBAKjKhGK6ts755gsFgTJ6VGCdAKm644QZObm1xanOTC2fOoHBkOKzTnN++j4WuqG2DKgqyoa/wkeVFcClnQZIK4Z09D+hxGA2HjMdjcqW8F5DQH0FI1k5dw8bmCdZOtbTGcLB9nsXBPtW+o2lbL+y5noGkC51yvZ+9XA1AOdF5NCIWWDjh1zDrk86zzFecCfUjGGdrjBmxKPdp5ZSFa9Aa9o1jZBxzbZk1vgpMrY0PCpXgVIYpS1/StMhDRqpPOM2ET6I9LjFMwUeE+O/TVzQOW8zi6zFPw4dQOVQmyZzC5pkPSwylPxG+yUjoBUiRRanYr3VFT2FzzpGVammRs5aiKmm0L4tpgmfdhn4fLrwnKjd+9+rJ7DHnKi999Z/cd0++5tQmw+GA09ecwlnLRz7w0WONnZCWWW1Ba2h2kGZGVtRM1h1G59TKsac10wONVYZ7Rc1eUXIuLzgpJSeFpJSCEc7PIGcInVhD1cYcB8yt5Zw1/EU9Z9c57nQWKxTrecFYwlRYNh08GsckJE0755g53+t5T1t2m4bpbMp8f0o22EIOMsgnqBOSGfexM72Aq2ZQb3eCita+slDMK1k6XRw439fquNx8y8N9tISz6LoNFaa8IQi8+cFoQ+ssTd345pCV/6lNizEt0+mM+bzCaINuDcPhgPW1DTKVsZgvQlSdAicRwpeAL8sBRVEEoXjA2mhEORhSZJnvcB+UwPFwzKgcUGYZ7enrQhlnHaMrfUhQaAwIoI2hNSFSRLc45wvqWLMsi9q2PtwxVic6LtbYFQUD6EIgsxC2LqUvD2usDzEXSjEYDLn+YTdwzZkzVIuKxaJiejBje2ePg+kB587dFxptRkOeX++yLCgFWRHCKv2xrz11LUpI8qxAKsVoOAoCuJ8nsaztaDSiKEsfMuh84Y42yoXWK23DkATuBWOBEBJjLE1tqOuG7e1t2rbh/PntKxq7+XzeCfz9MYwVwQaDwUoCOHilYTgc9tIOZPfcwcEBdV1TliXj8ZiyLFlfX18JZ+t3CY+ekPj51loODg5o25bt7e3OGyKl7DqEx/U2Nvg7HCoXQ6yAlfM7fL5Nc2nhtZeXoxFiGqObLlr5iKEL1vmbIigifqkLHUGdxllB0zbUbUMuM8q8ICtKsmKAwCLMGCEgVxkxx0MIX7o0lnbzl9EEIWkZN9vZa4QI3cDjAPlJnfU6JWodKwmFzQeBoybPLSooOaXKUU7Q4rMZte2FZRyDZrbH7MK9zHfPM71wlmY6pZnPffdUF5JqjcQpi1E10tXkhW92MykK3MDS1DVuMYemRobYeqs1bV0zn05pplP0YsEgszDyITnDwlf5UUiMFcwaqHWoZuOcL3nbttTGB6SVa2tsnDrNZGOT0WQNpbxy56+v9tWoQkUwZZ0PgasbrNWYtvYTNUhBTofk9yuwjsJqblBXh7pLyCXMvxCnL3xOhrNhozHeiuSMDsl4risRKESGEMvY+vjQJszlILCokOOR5bEYwjLkwnZxj77U3nw2ZzGbUVdVyHdZhmQMhwNGwwGqzBgUvgSzF8JjflPfmrDsfnpcrPOKxtKGHsRb4StBLddEwaJtOZgv2J/O2T2YYeUA5AAwOJ/ggVSSwWDIiRMnyGdz9mcLrPHVyfI8ZzwYYLRmJvzcakK53zL3jbMM4IQgL3y4ncqy7lpkzrG+vs7aeAxaU0hJs5jRLuYgHIt6jphL1EFOVpaUzvjKRsGyQxYsb9J/Hx9pcwWJpXlOUZbkSvkmjngDB1JQDEcMJxNK/CbXNhV142PXWyEQdqlcdEnefsEKkf3LCP+oXPikcK/QxGng71F/HbPgnfLxzf6vrfNrpRRQZzlaKBYIKudoraOyjso45trRWEdtQxiQ80qnUrm3CGZFjJ0IVkXf0+W4REHd50QsrWJHhU7F16yzXRU3F0sBh2o8SvncomWecAgTEQSP5LImPghUZ74PO5QInhTrcz20cEitkMobCrSUWOWr/zmjwvn7nAvfGycIwuG6SOXXAqVyymLAaDRi68QpxuMxZ6679or2CSG8d9FqQ2UrpFmgcstgKJgPFNpmNFWL1ZrzBiqhGARvs1AZgxCfXcoQQiyFd18oH/oiVO6ruxnNzBnusS3bznE2hMbMlGCkBFvWUQM3CAhtEcFZGhf6ZlhHbQxNU9MuKtra0LagRI4aDNBKMncNVuuu75DR2jfEq+de0XCWGJwsQmiX1ce3zG9sbKFy5T3NOlaTWiWWGrchb0wbE0JMYr8js+JtE0KEmH5LkQ/C/PRCq5SZD50KhqhBWVCUPjS3yHPf3T5Y2KXwleQEOUWWeW9ayEuK+W4qNqMNid82GDijJ8Q5E6rFaeqqom01s07IvbI+Gn3vYt+rcbisalTejbXkmSTLM8rhgCxTLBYV89mcvCix+N5U8/mMrpx/2M+kpMtzy/I8VJLLyVTG+nCNTOUMBgMylXXJz02ociZC895y4JU7H03gq4YZ64uDGGxn/Qe6cKayHOCcQGuoFhUuKGjb2zvHHjfnQiW/UKrWWtt15Y7eh6hgxJ8xIfxwXkY/h0Nr7Q3kIUJjfX0dWOZkdD1IgmxkwjyOvTGi1yIqI/HaNU3TeSb6SlG/olRUmqKnJiaC90NZY9GAqIw8GJelaHQbpltOwGUAqF+Iu1CGcILRGuSsxeJrZ+/sXGA8GJGN18jyjM0TJzDtiHZUYrSmaerlIAgR2uRKbEiqykLvjli/2Z9PsHILEZL/rN9ypO9J4UQojai8lUFmXmlxISSBUP7O6CaEWLVYQiMnR9eQ7bhc+Ohfs/ux97LY3+XgvvPoypcIdM6SZQKpBEo5hAqbs/Ux8QClUjDI0RmYXDCgYf/83VTTIdV0j/s+cSfb95xFH+zBzg5lITCjIQ6FdDlKQKaildA3FJPSC5+1tixaiyzXGAwGXP/wx/LIJzyJrWvOeDdxvaBp9pjv7TDd3/bhRLqmnU852L3gS3saggcqC/HLWafwIaAeD489bsBFQgn4cDAhfEiKc37hUPsHnDxzBpXlmLqhqmtsq2lmc7+4CcBZXwHKCubzmqquOdgPuUFKIZWgLJeWkCzLmEzGDIdDrj19TajS4G+bc9v7zBYV00VL01RY42vVjwcjJoMBCoEShM3WMCgLhiNf7SEvsk6tiGE+/uYPyk0QorW5Asuy9ZWTRBDkhIiFVy1IbwxQjUFog60tuvEx4ud251S01KKitpbaGAbjCddubrKxdYJhXmByzcZgyKgo2drY9GE3uU/eLRQ+ofvCeXTb+pLJzmHwCo5ujU/2azSmXSaiZ3kOec41p0+xPhlSL2bU8xlWt5imRkiJNTW2ddgKbKEh896Q5Ybtrd3GQbU4vpXv5IkTjMdjH3cbhY5gvWnahtl8xomTJxmORuxeOOfLNAJGKDTechdD1KKMGlU9COsVdDHz0XQTFRMXeiC01ocFtYsFA6lQSjIclKyXI6TKaBYLdN0wd5ZzpmFqNXMM2XyBattQPcdgQq5HTNjM8pyy8FZ5qby1Sxa+F1KZ+zDL43KUwHKx56Iv2HhvkX8uNu2K1sHYHSII/c51jiqvxziEWFZG6dS1WMPZgXC+p5MNpq8iK1AyIwtVD03WYrRe5mnE85JeMe50mIBSGXlekGU5w+GE8XjMdddd7xWNM2cuefM9CmH3KZSFvGGIJUcw3pjgRM7BtRPq2rB7fsZi1lDt1WzPW3Sz4Gxd84ks57q84Nq84MaiZJxJNrLMh/gZgxYwl5aFtdxnW+5xmvMKqiznxOYWqigYT9bJEJybLpi2hhNmzh7eu5EL2JeCBVA7H4/vLtwH82mIgW+oXIumZefcXeydu4uVsvCCLtTUX4mQdNyFr15Z+I9UPjTWOSjLoY9iUMoLX1ZjrKEIpUhH4wkg0F3oiZ9/OzvbjM+v+WaDVcXm5hYnT51myxhOnjzdzVcRBC2lFOWgDP0Z1sjy3P/McsbDEVleUORFEDRVKFvs7/kYAti2oRt5SEjvEnul8N73MB+98h0C+ULOwXxRobVmuHP87tYQ1rT7pjRNw/7+PsYY1tbWKMuSra2tUOEzdrr2cooIVRUdDuMMKlMMJyOyomA0nnBNdYoz156hms/Z2z5H01RMD3ZQSrK+tsZwOOS6G24ky/MuGiUXuTe8KN+RLZZ5resmlGH1xiknvNdfKK+YxV1Sx5wM59eMtmmZd93GB0iZkec+ZOnkyS22tjYYj0fHHreDgwN2d3ep65rZbNZ14o7NFqOC0fdoxLClSFEUFEXRrZH7+/vcd999jMdjqqrqvBn9qI4YGhU9F9GrEj97fX19RemJSkn8u/ncF16JD1gNlTpcrjfmnxwOr3pIytsKt7S69j6K1ao/YZEWPqSJYBm2YdNt24b5fEYmJHboN/LhaIRpFbkMLdJjXEBExq65sYbwMmHSf2isjSzC+7wXRUovAPvSLj5EREjfRlBI0VkFvQHUb2SxvGezqLzwXBahEsyVeTSm5+9meu4si/19Fnszn3gc1lU5CInvLtQF6lubHWRSQCYZSsWazJBOszjYpa0XtHXF/s4FZvt7mNkBar6gsRKnc1zmvLIlQAqHkj58R8pl2IYxjtY4hvmAfLjG5qlrOf2wGxlNJkgpaNuGdj6jmR/QzA68wO8cpq2pFnMyBDnKW6dzb+GRg4HvxBl6AZSHin1eLoeFlvAkhLAUhPN5JpUviSe62GwDTmOcJVPK55PIUM3FOupGU1UNi1BOeRCaIvleIbZz1Q4G3g27sbHGaOj/LRA0BlAZQii08V4InKAsCnIlKaQkVzKEZvh433JYhpvHLb9G9x1jGpAvcAAgxPGFFmMdxuuXXQdbS3AjW99BV7YG0VqsBmsEdW2YLhpmWOZo39hNSYZlycbmFpPJhDLL0HnOqCgQSpEPR1jnWLQ+D0sqQs6PD8tbWO3DKoW30htjff6U8ZZbZIxz9xtxNpkwHpbUi5J6VNJUC+rFPMRVNzjbYrWvPIUtOqszQuCE/7eOOTbHZDwZMxyMEEKgjbcKWUJFjpDHk2cZ45EX+LW1ISxJohG0Yc0zvTm7omjE5zolJMb7Rz+xX1VtDLZvW0TbIKQgzzNG4yF5UTI1BtdqGhwHVnPgDHOc7+bc6O7TrPRV+jIlKfMcspxCZT5kIWzeWRDMirLsciyOS3/TOhzre9h6akNoYQybisqGC8JCZ906dHzXGbz8WuA3yDCunbu97/H271Mhx0oIgbIWg8BK5T2xse8H+Mpm6lAuF7Fjc0GeF4zHE8bjCevrG4zHYyaTdXR7/HmHXZAJAUqTC0chBaONElVIxmslTesrdx0UFVWtmVc1dWvYbh21tVTWYaViEjwUEwEC44sVCJ8APsVy3hm2scykwOSKzbUJeVkyWlsDB1NtqUTDeeX7deQ4hgIqIagEaHwujZsdIKoZbm0DOxzSoFmgmU93qaZ7wWOZhbKvIWzZhbBn4XvjXJqo8uB4oUgihSPPC6zy+QxKtV0lpdhLKc8LVJatKMB+/khf2rOuqPIZk7U1JpM1hJBsCtkZhKIg1jVHU5Ki8IJsUQ5WBU0lV0rle+sx4Tb3c9KaaOg0CHyIrb8nVTf1+2VOlfTW8KKsfL+fK7xftdZMp1Pm8znnz5/vrOGj0ahr+gZ+VZLKLY28QXay1isfucpDYZYhRq+xsbHF/t4uul6As7RNiwue7KIccOrkKfKyDPunA41XwPC/T2cz6qahDo0+s8wXisjaMA7C56xGokU+WvnrxisAUkp0q8mygtHIK3LRkHQlfTSqquoSrKfTaeeJ6PfIiP+OikZc93z1yWbFexSVgel02vUDiUnfMczJGNOVoI2eixgOFT1A0ZsyGo268+nnbkTFoa7rlZCr/nlERSMqOBfJYJfB5SWDW++KFcHNjwBtfRUq62MVkJkXOqMrw3bWpmi51WizoGkli0XoSkpceAqkkuSld10brXH4sCVwoekLGB2s2l3YSbBuhf5hee4FxhjX55s3+U/x3g6DDdaTaEG21qGlxDR1GGQfK2lCyVIdLCLHZffuj7N//gKL2ZxqYTHGx59L4XtB5FKQ5wJVZNRS0TpB22pa02B0gzENjdG0tmE2P2D37jtpjWXRGHa3dzn78TsorOa0bMnIkFiEk2jtcMqHn+EcmTFYCaNM4nIvCGcq49R1N7Bx6gxnrr+Jk6euQ2jH/Px5mpkPX5HWMA5lCrW1DEe+GZ+UyveACH1OkEuPRgyxc+LSEoYeiDjZuwoLSobkYl8Os6oW1Lplf3eX8Zr3zqxdu8buhQvsXtj2Xbm1JpOCTAn29vY4e/ddNE3DfD4nyzLWJhMQott02rZlOByyub7G1uYmNz7shhD36cOC2nv3mGvBaOMkp7IRzXiCruY01RzT1GTKhwxlUiKKHJX5TabfUyI+fNKgD9sCP68ddKXqjoNrK0B5JblrVOgtR4VUKCGwTYWr52RS+TLJ6+uM5xXDcogpR0w2N1g7cZITm5tcd/oMZV4wHA7QxvKYR9ziFbO88LkKszkmlMxsdcuF7QvMZnP+5gN/w/RgymxvH2c1SlgyYRCt/2wnve1fR3kw9DWRzvlurgJypUIekA5riV9Q6sXchxoo5b+bXIYVmWZx7LHb3LqGsiiDFTZWIQuxrU4wWyy46+6znLuwzd7ePs5JsnLIUOYU0UrqfBOwFUXZuc6oQfCUQpA3egu5xXYhgQhBrVvsYs6F89uA4FqZIxDs7O6wt7PDzsEB07pBI5F5iRS+6IEvgCB934BQ+nNQDsnzgmE5Dt610Keo8MmtRZ6hryQ3SGtf/vkIj8bhJPCoaFhnupAl63p5HGY1l+PwZrf8d2cx8j0h3NINcXhzlJ0VPTSecj6nEOkb1HlPN2EtWwoJcdPtFI0sZzgad/2e4ne/Eo9GPTtHJnKEszSqxtEyyhyqhGEmKQzgxqxvlBSDjPW9IQfbC2Z7FTvGMmtq9pzl3rbltMq4KS9YF3BGeANbhg812TYtewJsWWDznEa3GAEsfO8RhgUuz7inrjkAhs6Hirb4ZPDGOt9cTyoyIaFt0PWMRbNgv11QzWc4grFR+WgEIUIzw66Ml/+3C1EJmRUIc3y1Y3dnh42NE2H/LhEITJ6HsC3DcDAKvY+yUKly2Vk5housrW1gjEWHDuHj0YTReCOEbi+Tkb1wQ/e7bi1tO/NTbrqPEIKi8OGho9GYPC9YX/ceAid9FEWc201To3XDYjFnsZiFMC7f7VoqH1qqZPT+hLzVLAtroN8nmurK9lij9UpicAyVGY/HnaCqlM8ndITz1hppbac8+XEMHeuNl8dMK1Ay5/Tp69grBuyGnAFjCH1KNBbV5ZzFMZXSeyXLgfcKjSdLr6UQAhXzHcJ9nGVeKcvzjLKMHqQsKGaCqqrY2dmhKH3ivu894gXq5goMA/fccw9VVXX3fb9yXny+v97F+QKsGF36a1yci7u7u+zs7DAajTh37hx57kPKrLUrikbMpzi8Lgohut4dUemJoVWz2YzFYtFd8ziu8XvEta7fP6Nf3arvNbkULk+Kca6LNY71jV3YJKJnICYO+cojwdIU3i+lAGcwtkZrRdPkZFL5nAwAkSEkZFkZBHz8+0PVos4uHn4Xvp6tr8giwDlvrVWZt1ZobX04i1w2K4m1rJ1bbgbGxkEUmJCIVIyKELqw3PiuRNGY75xjvn9AtWiotfLjJR2Z9I3TlBDkSqBySSt9DwCjLYYWa3yPC+1ajGmYHhxwdnub2bxie3fKYlaze2GftVwi1stQGthnnhjrQAoyqZA4lDRkAkoVLJxh0qxtnuTEmevZ2DrF2vomzXRKNTtAV3N0vUAUisGgpLUWaS3lcEA5HntraFaEEIwQ6x02+FBZ1YezXCH9+NB4E/lGin6xqdoGHbxl89mM8XjCic0tpnv7VLWvjd4s5mTSj/Pu7g7bFy7Qti11XfubMR5TLDt75nnOeDhkY22NkydOMBoNmS4aRNVgUDRGUI7WkPkIkytsM2R/B+bW+Eo0MmwWOF8JUwgMZiVuMgov/bAQghU1CjDHQrcgwgoufPhhVDQy4ciQtLpBN76zcl4OKIdDBpMRaryGmqxz6trruO6mm9haX+e6k6f8OQm6mHARhNm21ezs72GdrxhijGF7/yR7+wfsbV8gk4J6OsUZixQWJSyYBqerpUeREOIVjRZS+BwJUfiQCGu8wmhtyI3xwj+IzkJNzN0BTHv8zXcyWQ8u/WWPB6193k9V1zRNy/bODiCYzSscApWXZHmJ7aziNuQeuIs2FBuSa20QbKOnsAsRjMnI4WdrfK+bg+mULM/ZOnGSsiyZzabs7u8xXSyotAEkMvPjpUI1lljGsRwMfP+bwZA8LxmUY1QWG40pVLDQKuUbrx6XfmLkYcXgaI9GzOWy3TobNzYXLEGHlYW+FdAFq3Bn+nXRx360ckJQLqSQIC1C+URUTLSyh8grFRQ0pbocv2iVzEP42Wg0pCgGnXfdWnNFikZb7SPyARJoRYuQBpRD5oIi915TJUvG4xKHoChztHbMas1sodk1LTNr2W40u0WJcXBGKSZ5TikEuQsluK1hrgQ2H+Ay5fc5DaKpfHhxOcZlsJPnzI3lxrZlaC06eOmMgxbA+jwzjMG0FU01Yz6f0tah0VxQNmIEQfSli+46OYg5YHbZcPM4zKYzJuMNRC7JQlf4zCmsNUHYz8mL0ucmBQE9CoVRwBoOdahW6eWOshxQDkZemI5llsN9aRvdGaSsszS6DkYkX4o2z+YolWF065OTBzmZEqAUwsoubEvrNjSY830gFtWcxWIaws5kF6rn8PKWCBUfo/cxWuuvBGNsZ2GPe2tZll1jNylDHqGM+YxhjKzxCgjSh8S2Lc6CtQJnJVivKG2sb2K1Ic/LsH6HaAptEdKibTS2+FmTheiVvCjIiYIynbfRh5cuPVExrCvLFMZ4RXLpVfA5D7O5D21q1xoQDmMzHPKK8lt2Q+l+d2iNB7peGtE7FJWOSL9MbT+ktF/la3t7m8FgwHQ6Jc9zJpMJ1touTCsmYx/loQDY3NzsKljBcrxij4/4iGPVti1VVa2ETHXG0d66FvMzLtXDcVmKRnQbLuNhg5sFSdflNba6Ddo2YmmhXT7AWd+8zKnMh3b4vFmsE1gXLQ3+d+eCq1FKBH7SENzqPtQ8843T/FmSGR82JZFBcQlN2oI73ndzXsacSZwPLQkWRF/mrsYJ4ctLBgv0lSgaB7szqtrRBrOtbzBrEML6RjSZL60rlEA7R20NIa3RC1TaULUN83buk45CEvhsekCzaNDVAiEKJvmQUa5Q0iGExTgNVoYj+WZjTkGeSXIlKApF6TKGayOGG2sYHPPFAtv6zrn5eMJgY8OXFM0kddOwqCvUYIwsh76SSShN58JFdNYvvEa3OGvR051jj9thlh4AXxzAxMS+cHPN9vfZOXeOrc0tyqJgfX2TU6c199z1Cc6d30Y4g7AtdbXwpVKdC13tpU9WZHlDVnWFcPCJO+9kMZuxtbHO+vo6+XBCnuecPn2GcryJcb76laj2oa04f+897O/uUM+nPoa+qUMnWB/XmpGt3D9LBYpOXooLznFdlQC5cGQumJaCwokTIQTSL3h1NadeHGCxqEHBeH3CltWMN08w2jzBqTPXcvraMwxy31FeCNElOPrwMottfVPASemXE5VlOHIGhWJtUHL6xBZoze45n7NR5BlF4b1umDZG4HebOPjjO+PLPkTFYvnaUiFcxiD5+9lYHaza0idcHpPR+gmKsvBKUNgBY7Ky0ctygg6HrttgBYIYwuOvpTfR9dfN7mFj3oFbfT0+H+LYfRjRqoWqLEsWtcbsTXEyZzjZ4Pobbmbr5GliIqmUMlSK8dbTLMuCsOyFFikzMlWEDdkXwBBhTH2i5vGtfNpaZNiUVq14UXmIBSLC5hx/BiWjU8KOzOe42DJ4MUsl5Mjn8ZG0sdypk/i55BPXwjtDyEOwfhZl4cMvC6/EZZkvEFEUJXmedYKQ1le2T0y2bqAsc4TVuOYcljpU5JFE9Unl3rK8sTViMCxQGayt5+ztLNjfqbC1ZX9hsG3FTLdsKcU9ec5ESq7JM/as5Zx0zITASN+93bgWKRyDwdg3n1O+L8dCSRop2cWhnKV1vhdLK73xWeUSCkVrG6rFAVVd+XwD50LpUR+eB9Ea7w0uOHz4pgvFE0SGykc+d+yYvP1P38qttz6C0XjCwx52A8PhqKs0Zq3pFHkhjLeIB2GUsHdZ6xgMhp2l1hjje9eUXlBbaezmQBi/LlVVhbGGpq06w4JzDtN6QWw+22c23Wc+2w9JyiWZ8k0XRc+D7kvvK4aDIVnmvYpNU4eY/Cqsb64zUAgpQ9lXhW6vLHRqPBlzy/CWrrJbPzRMa818bhkMct8sUlgfiR5kPH+b+V4rrW5QMveJ2C5D2AKtW28AnC9YLGqEEAyHMsg3viiz62a3x7hQeyvcwyZ4gGP52vi5MpS0ds5X4IpJ2dH6D74L9tqa4ZprTnkjeDBqyBCC31yBUaWfRJ3n+VLxtLbzAETPQBd+dsjIEp8DVpQO//VFl/itlOo8TlGhWCwWK+tg38ADPrQrGiv7htrDfTPinhoVosMy/mEPRyyte6kcKy6j+yIhhMF3L/aJzX5TjDfkUjAQwlt3gzPb19XWLc45ZEzec9Jrws4/rI0x6yFVUoTa0uEcrAmdvlXoOdm5pJbxu1JKMqXIlMJaL7RLIcNGE2o5C+eTdl2sWw1100CI0TWd9n58oW8+XdA0FmNEr0GbQQqLlNYrBsorGkb7qjEK36nVGEtrDHXb+PJkdY01hrZpqOZz2qrxybKFYJRLhplESf+9rNWhQlMW4lV9nKkKIURFJimcohwNKSdjDI66rkD7zrmDwYjh+jpOhrKYiwWtUMhyiMjLINgowILVOKexeoE1Gl1XvmLGfPfY49anP/ml8qEhnWASFN35dOrjGNuWIsuZjNdoTwjuPXsPO7t72Lb2IUXWgDPekp/7budGm+5zjDHeHW0s995zL01Vc+P11+Os5UQxIisGnNg6yWjNIbMCIRWqnSJ0zXhQsjMZs33uPvbcBSpj0G4puEnVa0JGTxgLoRxe0DwiL+UyyfCNuVzY/LBB0UAgwr3TNt6CZoVD5jnD8YgNLJunTrB58hpOnj7FNadOEm4ewhpPjI231pdeFMAoV51bW0jJWjZimOdsra9RzRcUeYYzvrNukSuvqJiWYPvvzlsEAdlc5FaOrnPpkxF78yGG4GgTK824K6otP5qsUwwH3UYXZdb4M1r1YkJnJ4KsCLdu5dcudCo+7u/5cM2cWyo33QYRu882hrpZgMwYjCYMhr4MdadchHGKRIusfy2EmXXVmno5VFHxPfbIBY+GlIfmbixvuxpKEJWt1WpUy82yvxEfFTJ19P3hgvVz+TsE5a93TWRUIuXSC7v8vy9uoUJVoTLPybJ82ck3W74WwzOAEPJ7/Hk32DjDqJQ407DY28OZxu97YukPyDKFU4K1DcV4YslyGE8Uee7X9oO9ioOqYaZb7msda1JxLs/ZyDJuoqQCdgQ00ufuIATeVyEoCq+QmhDOUklfSGUKFC544jBolC+kkgmyUlG5lqqa0rRBUMF3yfYeRtm7j7wHVFjfVFBYkEYgZIbI1mLDmWPxV3/1lzRtzcbmFsNRybrZwLR+rsWEbGsdQoaGmiKW/Vx2woawlsS5JyQivC5ixF2I5lD4JnPZbIoxmqbNQx8ff4zFbErbNuxN92maht0d/9pwMPTzJs+7ECAhRGcIUCqjKAah/0PbVZWK94cPmam78/f5GscetnBOAzY3N4h5LAB7e3udl6NtG7zO6JBeRwrj4SvCeZlOo3WLLEICNDmCMihjNYtFTV23qG5OKL8WCUVXCMAPLcZ5v3TMjYrjqiSdQUSA720ThPsYSjSfz7v7NFZtcs6xtbWJbyjoSwXHa26uoKRyX9GIfTCiFyPKKzFiof9eoGuoF9e5vnet76nohyzFMsb9EKgHCl+aTqcPev79qIn+fttfW5VSnWdE9hTkS+XyytvK5YbUaT1dYpMIvbxlUDxCl2MkVlifiyAEGIe2GmF9rXnn8DH+wne+VdLhhEC5nKz0iZ7GeCUGF5QZoUIDGy/4tBZUmJReA3S0rQnuNIc2FiG197oYjcEnCXdlxSBY0yxta0K5NW/hEi7r4qyvBN1olJB+dcJb71rXYDEYnWFMhtLOW0maBbq1ODnEygHaNWhh0BhaZ3wsrZI4Kb0FXvh+DEUmKKQj65pQ+dwXZ31irJ8cPqzN38RQKMnASLAtRlc4WlxmyFSGIkcNC0Tuu3l6Fc8gnMbpClNNsc4gXIvTDbaaY9qGenbgPRkhD6G9ghAWIJS39MSbzlobXLnesqKcxAlL21TMDvbZPn+ee8/eA6pkPNnwj/E6uprRmNaH07mgBIf/YgieEL77tAzhfgf7B1hjOHv2LFVVkRdDRuMJA1mSlxlZWSKznIIM6Qz7u9tM9/dwNlSH0D6/xwmJM84nRkrRCYXGmND4xl9LWFpjL7Wqw1EIerlRBEUmvObDlHyVjqZtWSwq77qvK9qmhbBwgo/f7ZKWxdLCETdfa5cWk/4jxhbH75nnOTjHYDhgOPL10YWUYE0XbxwTb4X04YR+sSYk+MmQhEj43NVupc654J72lr+qPn7/FhU6xkarWmdJ649u1z3a0pfMl2tFEGp7wkc/FKgnNsc/7J7vLLC9Y/mP8saceCqHLf7LQ/WNLkEQsNET48NEey2vV04DxCXXRz8Kq/VFioYQSw+Gz8NYzVk5XPb2YuXj/j0bKwnh4f/RORiGtVM6nAsyO+HJqEACXYUk4XOZpPJGKtXzDsVQyDzzhS+yXjhVf388LoMTt7A+Fgg9x8zvRpuZP5dwkk7i+xSFKnJSOQZDgZChUdyoYH+nYjSZU00bprsVtYV7dcueNexZjZOSOs/CPeqLC2xsjplMJjzuM59InpecPXue2WzBeXGO2rZcUGBzxZAS5TuuIY2jmS3Qi4pmMKApfI5eIb27w1nRhVYilPdsyAyRDUHliHzonxeZV/YyAfr4826xmHP27rs42N9jfTJmfX0DKUNujcx6laJ86dMsj9XDsk7Aj5Wr4iLjSxnLEDIaCwNkNE3NhQvnmc+m3PmJj/n8LWfIspxrr72O4WDIqVOnyDLFxsa6r8K3s0dV1aFr9bybez48ZanYxnLqzi2LtnTOXheNu379qasFIK6o3xJ4Ad6FcsCN0aE3RYOxDXU7R7ctQrYYk1EOCgqhwljJziimhKRQGRkCZzStsejGsLe7y50fv5PpdJ9qUVMOSorcP3wwrw/tjl/Rf924ZvrfjI7lr5UvaBNC9OPaK4W/boNygBQ+VyPPcqQIBkQHRV6ghcFob2SrqwrnWKkAdbnEkq99RcFa2yXt93M0YhhSJO79h5XcqHh2hvIsowzV0mKIdf+1fsO+w/SP0/doHH4tfvZF0Urhnok9PvoFCaICdylcXsM+5X2effdQFktghf+isiGCsiGVwIoQd42vnW20CeWVAAR5VpIpkJl3PWWhokGW+7KVTVNjrKau5r4XggyuNuOPqa0XgX08t/SeB20h8+VVjTEh+SoI4Kb14T12WbsdvNu7bnxnS2H9hqIEKzfAcdGNpsy9RmhC3oduGwwarQdY7cDYTtEwdYPNDCK3tPjylFpYWixGOFAKJyU2CGh5JimUIJeWTNgQz04QXvAx18JfchvCOqSAQkq0lL4nR1thRYNTGpkPybMSOcgh97XlCUKKQOMM6MohbA3mAFcv0Pu7tFXFbHvXW4SEQhY5JrgMj8syPjMqGrHuvvANtIRAOS+kt3WF0ZrtCxcYjdfZuuZ6Nq+5hvFknfF4jdpZbDVD+uKKAJ1QEnM0sqDh58pbKA72D6irmnvO3kO9qDixuYXEMVgrUIWiGJWoomSQj1EC7r17TJb7rsZNXaOD585bA4PQqpaWjmjFEEKisnDfBMnCmOObqrxisGqRj89HYbfVmqZtfGzwYu6bDWodvF4K4cC02neUF36M+wuUcwJfZ2B5h8heErKKm6iUFEWOFILhYMhgOESFfjlxAZQilDW8SMlynWLZbcpSdItiTIaL42iMoWk19RUkSGZFvuzK2n3nQ2PY0Uvu7lnpl3byvsfiYmv8YV2ymysrgroXMHpvWlFautwGu0ygNtYihO06aEevj+vOk76O0x0LR8h9OR7GGOSKNyl6EVwX133YW3GUknGUstEfu/6/V5UNEZTrnlLXvT8qY2Hsu/GNymQUBpYhAnGTjsUnYuiUDAJh/31XSrF1MxsbINp9Ds6WuJpub43lwo1tcDRdCFI5lGRlRjnM2Txh2V2rGAwKti/MWNSGutZsV8FC2uB7M8kRpVJsCshzxfrmOidOnuSxj/8s8rykad8DXKAVlrlt2JFgcsVJmTEUwHyB1A2mqqmtpilb2kLDYEAxKMH5ngbx/vFKRgH5EAZbiHIE66dA5ZiixCu/O1DPjj12VbXg3nvuZrcsWQuKxmAw9KFg4W7MutwG36OgKErfr6AoQxic74nh85syshzfVM7hpRuhyFROZSrOnTvH9vZ5/uo9t1NVi5BAPWI4HPkCK6dOMZlMmE7XqaraK17sM5tNQ4Ui379jGQvvw5DzoqAofSPI4WB4kaJBcMJpY7tKi1V1ZU1xVcifdc7RaC8baVNjnaZu5t7wIBq0zlBqTJ4NfEl+4WUQ63xeBVkGCJzW6Abm85rd7R3uvONOmqZmsWjIMj/GRV746BIEuYyNlwmGFttbS5d5XwIBKqzFEj/PnPPXRkJZKK/AhJBR7wX2DXnzvEAI38HcOUdd+TYKbXN8JW00GnXW/bgHRUXDG1mXvSyi9yDua7H0MqzunzFUKs4L3wOkXFFI4npz2Btx0XUNa1P82V9D43Hi3/bX1Hj8PM8ZDr0HLn7XeKyiKC45fOqyQ6cOL/TO2uDVCKW8pA9TCoGvOBuSiGKJQuOCRyGUf7Q+eQqhyPG5Ei6UpVV5Bvi8D2kUrWlwAjJ8QpG37PikUSlCJQK53Ci0cyHuPsZ6h0Z91jcRWglhcC50zrbe2myNF26N9qV6r1DdUEKRSX8jNVpjTIszBolBG5/f3lYt1i2wC3A1NKLCiCmNFLRCoPH5BJWxOFt3Ll5fGtRbDb0C5bA295UdtB9/pfxCa9FYC875JjdCWoSyOFFjWFA3+8zn27RyQCZyhuWQshhgTYO1DW1dYes5RiqaPAfbgl3gWp+oboRDjEYoqSjKMTLPqa/AKu/x9f+BFQFE615kZzBO+vLEltn+HhfOnfMK03CCs9aXs3Mtph6A1WCapXAlvOcndpLtFn8hQgy2YHdnF9003LW+zv7+HuONKVk5IB+OffiUXyK5846Pc+89Z9nf3/fxn9Z6Z4WIVTuWAlS/A2e0yAtWBfrjoiTkysedC4XPQ7IS4QSZ8GGMa+trZJlPmPNCjKXVmrIoGI9GDMqBt96KmFe0FLgPLzJRcGybFiHweUXzBdXCh/sRhCURPDqt1dTtsnxslmWo6GG8SMj0SYd+oSYonq7zrPYbE/XDhI5LNT3Amba7bgRjyoqG0a2FFkLYKNATaL3ncMUK3yvdCPTm7+q6am0ch0OKZvRahJ82mOs7o0nIdfBjtvQgOGKPI7wFsjsvgleBnmHCXVFCs+4pGstY42AUMnp5nnEc+tc67Cn90KnDXoyjPBr+31698L8vFTO7MuZ95S6u50vFdumxk8tGmt2c9wYO6WIxh1iG90rNUEv27v04bqeB9oDz953DLPZZXy/Ic4VycpnfIFTIlRIYK1DO3+9ZBmsbOUIMyUtv6JtNG7LzvlFtXWkQwlcMUsp3hpc+fMUYOHduB6VyprM5VV3jjEMIRXbqBGU54NrT17A5HHH27vvY251SVxU0DS7LcSrDFUNsMVip+pMVJcZJWudLlGjh80Jsex7XOJppixCGopiDPr5xIHZgttayvX2BqlqwtrZJXhSxAr4XkoQkK3LvjQohcXmoyJZluc97UKoTiAfDMVnmq7WJ4Anc3j7Pu/7yz9jePs8HP/Q+2rYOXaCHYDUnT55iY33E6dNnGI1GDAZD6qplOByDlJSDIbPpAVVVsVj4yj91XVM3TehqPWJtbY0TJ07gHN39bELTWWP8eiND35DLCWM5Cu/99vtXpnyZ7tx5r145yJHSMShz8txXa8KGsFELutW0dePXG2PxYZKW6UHF+fNTFvMFm5ub6FZTj4YMh0OvAKqM+WyOkIKmDXKL8OHy/cRph2Mxn9O2GhWqwOWhGpezJlQy82tZHgpfeI+9P59lh2t/3NlsgdYts9kcZ2FRX0E5arhon46Cfb+UbXw+vj8mbx9+78oe1nst5ndEpSaOTb+/BVysbCxzWrMutOsor0VfAel7S2Jn89gAse/ReAgVDdF9mf7G6XA+TEoostAIyYWwqC4BNWw0TtqQ2ObLRmpraIwGmWFDrX8nBShvpRECpPUuqKqtQ3fTcFFMC876aGPhO2+qmNDnwqZmDQqHdj5ZyVrfIdr2EvaiFU8bQ6MNQoJS3r1moyVXXZm1Kpe+nrYJoWCNbn0eBAatHVqDWDSYFkylca2h0pKFkbQqp81yGI4oRmOyNpQUDt2whSCMv8OZBmv8d1fCH9fHD/ukNx02c+sszgfIIpTBigrj5izqHabzMcrkSJeh8xKTF1hT40ztu7zaFi0EVqkgYOlO6XRCIsZjVD5guHEKmReYKxBaInFyxzAZrzSGFwUQBIO29VVD9nd2cU6iihHlaB1nDevrayg0pppi2gZT26Wg07MiW/zN5it6CIq8ABzbFy5wsL9HriTjyZiNrW1fM70cQZbRNC2t1tz9iU+wc+F8F6OrunCg5YLUL/MZF4nlAiKW8fSHbOeXgxSSPPPXXcgg0gYLUhbKXW5sbjJZG2Nsi3Wmq8k9KEsmozHlYECe5cGiHhexqOgtrXFAtx5YrYPKFTqlz331DQddU0eUpNEtLpSxttb6brpZhjaxnKxvbBSFv1hVZGkdv9jKLUPPHOVYsfZcLrPpLm1brHg0om05Kgfd4h5rOcbR6TSOuAHa1fWyr1Sw+vyqohH/drlGuXDMkLzmv388l05It52wHkOUOiWj/xmH8j/8oV13jx0XY0339zokf0dT7PJ7Le876CUxHooPPqxU9JWP/ngvPRp0SkbUx1auyfKv/A8Ro2R6nrpD4QZRhvDCi/GCvTWdxbT//aISfFy27/oQe3of08yY3XMPmBnXXLPGoCxwyJDAutxrfTiX9b2CstAtPi+ZrOWsbRRM1gbsbC8QQjCft+zYOdY46lYjVIYT0oczyQxt4Ow95xBCsb8/Zb4ITUiFojhzhuGJLW54wmdx7clTtH/1YfRd55juL3CLqBw4rBpi1IBsOKAYDykHOcPRgMY4Zq1DtwvcfAerZ5j5fZh2QbV/ASkN+ZoDe/x5Nx6NaRrf2O3cuXNkWcapUy3DwdBXd3PL8qhxfY35ciqU5fdCXawsVlDkJaPhmKIcMByveSW80Zy9+xO8/W1/xM7OBe6++w600ZSl761y7r57OXnqFLfcciNSCh71qMeEMK6CjXmFVIrhaMQFpUDsM50ecLC/z/b2BXZ2d0JZ2QmnTl3jc9mk96QYuzQAiJBXFRWNK7lfAYTzijMi9O1C4KTCWBjonCyDQeF773jvh1+DnHXoWlPN/RyQCIx1WAP7u/vcfedZiqLg5NZJnHM0bU1R5AxDD7XZ1FdPOpge+OaZwXhShS7bcb/c39/vKmJ1eQ9SYowOng6/R4xGIyaTic9zCDkQTdN0kQpe0ZizWFTcd9+5IEddwbh1nlCxcm5A5xHvJ3b3lYj+IwuhcvEn0CkYhz0XsWt3X2G5v7Co+PCeumUyeiR+fl/JiYpJDJmK5Y37PTpi6NRDomj4E1lu+hAFwJhcKMJmFy6C/8Z+EQ8as1UZvo+b8Am0UiGkwDjDvJr5Tc76JF3j6qVgZg2L4CaUYVPxQpj0LjQhllUuwqYsBGDAiOCyDwKq0f0ShKFxmZAY6wODBF54kDiEC0mTvU3xOOS5DxuxDowzXW1+4Rx1a8iVRtsFQrUY7ZDWkllFZiVOCRy+a7UqC+Z1Sy59861MSYQVob+Fj69sjL/ZtfPWaT++/txb6y18batprfFN/aSgHJUMx0MGZUGRhx3LaKQrych8bLBUuML4ULhgNQbZLXr+IwRO5sgsJx9tIJWiWFxhje9g9e/fBLFzsA8XcaheYy0nBG1TM5/us33uLNY65rMDpgd76Lomy0PsfUgkj8nMIvxP4G/AIvRj8dEWvlu8sYbd/X0WdcWiacjygqwc+KZtwZtSzfYxbeNzD0S0WixDiKxbzS3ovpO1NI3uNg7nfNm+4+KsV2IFDpuF7+b8jDch3NAY3ycmy3yVjkW5oKhyhJC+hGzru3cjXBeOEkuRxsWu37EUt6wA1hhDU9c+4T7zMbPWOXb39rjvvpJrT55ADQY+RLGXMCedWxEKlhYj15W6jsJcXIeW3gsvUGe537SOy4Vz9/qFOXo0/Kd2c8GPr+vGo1v0+oJtt/D3FIbOSocfq57Hox/ms1QC+snQeEtiDP/phHCWlvXDik18nbihus4L4lYqYrFyDldiIfVKZlBYOqUglOuNCsfK2CzHrFNlV85/1btx1Ln1N89O5VhqCCuf03/jUpH3HpHOMinw4aWS4BGWPmcc31DQWgNGII0OllKfYJplasWIdbmcu+uDCD3H6ho3n5MJjdYOox0qRKA669DOgfJGtOWoxXBJg5SGooDJmkKIEuc2mE0bZK5oa8Ni1vhQRqVCDxV/H04PzuOcYz7fDcYBC1IwXSxQBxl37ezQCMl5DPujkrmFVuX+vrQaH36zQLe1b/DaSGytaIxhXrfotqZe+CR32+xjdENdTVHS0Q7UFc27uBYJoGkab5xczL0xzLp4if1+H0JrZGgSKrOQc6Bk6LMhUTKjzHPa4QF5UVDPx9SNZmdvyn333sP2hXPM5zPKsqSkZFAWSKWoFnN2t7f54Af/hqqq2No8iZI5xoJUvveKcV5pUEqxt7vjKya1LXVdURQ5Asd8NuXuuz5BUQ4YTyZdeJVzdBEZ0ZN5pXjDrT+WCcesdY2xJnj1czKVdR27cXiDprM4K5Eiw2hDrQ3z2YLd3X12d6Zsn7/AaDRmWAxpdcvu/i5SSg4ODoI3TmOM5mA69fJZMBBo7T2fsX9I27YYa31fpZ51XaoQwqj82AxGQ8rhiMJZSuvD9Oum8eFHofv2+qamqRtG4zWs8yV2r2jcDuVnrBoplmvKYeMJLBWC+Ht//h/luY3Hjd+/ruvu76PxL3pKOoUsKCyx+3h/rTzK8xL/rq/k9B8xJy2Gh10Kl1nedqnxdF84L1FKYbRdWsVEPOFlcq0UXtHI83hz+2oOBGXBGMOi2vfCVtsgpaCslq3brXVM5z55p8yLsBAE15HEN/3Jcq9oBIQGpPAhPUZjrPbVmlpN07RLzTFqlIARIdQkuJaxobO2vLJSo0WRgzPe1Ri8ODYUj15ULcIpJF5ws8pbWnKjsE4hnUSS+4Y0gwGLuqXIMsoso8gVxupwTMeiaSkz77mQxgubQhCUAmiM3+Rb06KtxWWhOc/6iLWtNUbjIcOyQDcNxrRkTpCTQ1Z4p0gh/EMpXJ4jRYGSY2IVmyCl+2uf5d7C4Q6OPW4ANtT4jlq0lBJtYlykCZXEYkljb1Jsq7lXNuZz7j17ligB5nnOoBhgQsKf1Q06NAtb3jKCLFOUZR5CdbxrcTbXaGO478J5byU4f57YvEuq8J2hK6mI08jgbcoy1W1uTi+txsaYkOxVoLUJioZv6CilRBbHVzSMbmkR+IA9FaqPOXACbaIg6BPV8yJnPJn45PW6QUnfvEc0LVI1XpgRMdRwWRmj29yj8cEB2isvi6qimi+CNaSkKEu01tx7333U1YJxmTMocgZlSR42dwDpYk6GXFmwfY+CaMlZxq/GWFJ/LtFb6nDy+M0O77rjoz0rUl9gvVgIjtbs+B7HYUXjiN/Dw/YUCVhWV/EbzuG/v5/jEpX8cNRDG1R83QZBvn/O7qJjsPyc4yJEEFZ8Tp4Pk/LfJ+ps/dw46Pp0rdBXuA7nbvTfczHBEurobfIXneT9ewujrhHSC5QKoafCK4peQfeVlWglzlnqOoYKqU4ZPg53vv+dGGcQzrE2KBkNFHVtaLWjCN9HW+N7VDmHczKUJhZB2XUIYRCyZTCUDAY56xsFJ06tsb/fUIxKZtOG8/dOyVSoepTlFIMxUsHOzp3otmG639C0FosBJdg92GfR1JT3nOXeumLXKRbrQ6aqpB5YTD2HpsLVC1xT0S4a9KxCSkslfR7YYjFH65a6nntDVugG3+galQuywfCoC3XJdE1dgUWoxjMoSt+p3a1GPa4YMUJREe9xDlWxQp7pIBdMBpI8yykHQ/YP5nzojnvY2d7h7NlPgHOcOHEixLIPcM6xvb3DbDrlz9/5Du644+PccMOtFMWIrBihsoK19U3K4ZBMZYxHI+6+++6gZCyoqhmjYYkScLC3wz333M36+gbXXn89ZVkymaz5nIy6XlG6r+h+xd+PuvV7Qd02GGuomgrjDOPxmDLPQi8u0Rk5TOvD4H14fEljaqp5w7l7d/joRz7OdDpn+8Iem5ubrE/WWVQL7r7rrM+jC8V4Wt2gjeZgekCs8rW8SHRCbVmWvqnu2roPkYthbzHcrSi6fILRaNTtDbFCV57nDEc+XKvIC4w2TKfesD1bXFl+y/2Vij2saMBRe0fvGvRCoqInJHoM4jFjCV0hRLcHRyNsP8y0r5DE8KeiKFbOEXqtH1hVhKIicTh8q/+zKIpLDrG9/D4a+IeU3pYiVWhkY3tufGdD5allpn1M8xFRIAyWA79veiHCYjGha7ez0GofCmHpW8XwljjorGLGemurVKq3gQXLXtxMgzdBW4txLiREh8mgFDJcQBca98lYV564GEkuVXs7Cim9hdi73/0621rAOiqtESKE2AAiz8ApcF62t8JipQ2l3XwTm/FkTGsdJ+cV9XzOVDegHJVxVNpSa580XYTEqdb4cJY2WLK1MRgsQmVkecZkvMHG2inWJ6dYG5+ktnO0bChH62SDTT8WyidikYHzpR8QIkeKMgbVhXkSwjia1m/K9fE7NPvjLW/MwzcVEKpPrC623urr49NFtP44b93X0lfsUEqB84KqnzFLz0zfGhBzK5RUK4t7v5qE78BtotEsKKcS3yRdhDhSkG4Zp3nYEhHjbq8WWmvf8dj7w+iEYWK+khcErbOdBVjKZXOyKNBHY4H/B8SyqCuhCNKX/JSAzP3i22jt3eYnTlAMhuTlgFa3lEWODY2nVPB05FlGDF+Ji1vWs8L4MWqDtXhpqfcsLUZdol+rqa5gA5lOpxfnePQUjejZWM4519c14hs5bLGPv7huv15VGGz4u6UyEA/jOi9I//19D0u03MfPXL0flsrI6l3i+qe+POYVTMRGa1+NprtXlp4MEUK+jF3maQBdmWAXvWK9sLiocMTwl4uVqKUlLv6Mc/OwsvVA9I8tRO+YYvWnEH6Ns1YgenlWzvkmnz4f6Xi01nvHRBgjbSStdrSNQxvfZsJXVfPRBS7c27L77j58q+t+7oKRQ2RYKzh1yjAa5X6lc4pCSgaDjMl4QpZJFL763Hy6i3Peqqy1YX96gJzPEB/7GKP77mPuFA2Stva5crQ1Tje0TUPb1Pj+Ly0qF+SFwGhN2zZBOGo7YSKW3hbWJzdflJN0GRgd1wb/bx9i0nQ5nN384JCi4QTY5Rrn3xcK2li/ZmfKe4ensxnT6QGLao4I4Thr6xuURUFeFlhjmc8rjLUcHBygVMZdn7iTMi/Z2NyiKEta3WKsxjnfN2M8HrG5uUnbLmiaBcPRKLxPd6E/s+kUay3D4RCtl/0TfG7dlRUNAd9vwbrMGzqCF74sSxyOPJTQNdrQGotptc/FcD7fr6oaqkVDtahZTBecvfscn7jjrN9H8VWf9vf2mS/mHOwfYJwJFwGff5tlnDh1CiFksKIH41XwhMsg1GZKsba2RlkOyAtfPcyXHvbnWpYlg6BoxOgGYy2j4DmKXgClvOE6y0sckIeSscehH90DdPkOhw1l8fmjiArFUZ6LvpxwlDe3743o5zR2JZODIhEVhxhBEe+FfrW8w56OoxSNaPjve0IuhcsLnQqJUNYJZNCCYhWHpUkqCviCGDaS51mohmJC0nLUpHwohTG+YopxGuMM2vrkHOu8pUGaUB8oCCIuJOGZoFRo3frYcCx5lmFCWE2e+YQvGyv44AVtHUKkpPCdX2Wek5U+wTx2HZcEC4dUoYKO6rwCx0EpXw3LOosBNIJae/fjtGpotSEP/TxyW/pKGdKSqQyEAemQ0oc5DUcDTuYF5WhIlufs7e7RVjXCNhzoBaoxzJsWZxWy9ArLovZNlIwQWOEbNDkB+WhAPhhxcut6rj19K6dP3szmidMssj2awZxycopitIUQWfBALXErNsFQftgabNP4n63/XU/3jj1usAwj6lfXWN6EsjOCrAggQTF1RmOE7KwOzmgEjkwpHzqA81XM/O5MDAuScnmTxkVCZau9L7qGPFJ6C084T7+gqS7est8pOf5t/2a31lKHZLqrSdM2tMKXxpQuC8KFV3i0CR1wQ+JetKR3DaWyvCus4KtBLZO4pRTdYhbPP3apVVJSyswnnrYaIRQ333wzjTHMqpqmbbnv7F00deUbng0GFOWAIst8BZKgRNrgPZXCl1qtm4a6Fr3KHoauGR5+LjprOwvPdF4xnR9fwT1/7tzRhoVDltHlfLj4rf0/P/x6rCx7+M/idTj8yfe3oN/f5170ef2fveig++NKFN5qseisZP58BLEPRMxniIJ5d89GwTPmmhx6HM7HWZ7nqsJxWMk46hoePWb3PxqrSsbynvXOwaDYhu66zjnaKygN3ETvLKCtozWWqrYsKks59D0MtAmeImN9iXgUmfCl3GPBBj/5fBhKkSvy4YDh0DJZK6gWms2NIW3tmO0JxqOCUydOkhc5i5FksZixfX6KszU69G/aP9inbRo+cccdvgevEiAhx3dRUs4ine/31GiDET7pOx8UlJNBl0RtrKUJpVhdCE8TIVK3bmNTzuOh29YbPZ1Dh/yuxWKBMd5jK5WM8m0Il+4pkQBCrBgvhBC0EppKhPDPir2DKdvb51hUFSpTDIYjTp+5rusxoLX2a1VVsX3hAvt7+/yf9/wV+7t73Hzz9WxurCGyPJT9LciKjK0TWzysfhgq8/LOcDBkOBxTNy3GWBbVgu3tC6zrlrW1CU3TsL+/i8ORZSpUA72yHNL9vX0GwwIkDMe+9PiwGHRjBnAwq6irisVsQVM3CDIEkp3tPXYu7AdFo+YTd36C9733/ZzY2uLmm2+irTVn7z7Lolpw/tx5nHBkgwKVZQzGQwaDATfeeCOD4YDxeESeZQxDAnJfSPZK2ZiiKGhbH13QtF758dW+ht0D4npAMBj7ax4NVAIvOyDgYHr8SmdRIejvh/0eGIe98ketX9FQ0fde9Evcxvcd9mDF3It+nkUnq/Q8/THULL63r2zcX7W82H8kvieW2O0rHF1Vxkvg8jwaiJBI7IKl07sZu3hH1/MACP8XS+ujt/U64ga83Gm7DSXalcPx8lzF9TIcKiwUnbUJhBOoTIHzbnkXo/xE1PZ9Q0ArfVWqzDqfWKXsirYmgwYtpIjhuf47xQseXjsurdFobdDG51JoC23wbDQmWKeEQ+FAZt66LgXCgsu9SJ/lBcV4TC4UpcgYjecUeUGuFBfOb6Maga4qWgNNa1DOV/gFX1HLOOcrfuDDt5wI1hoypCzJ1AAhSoQoQOT4VuXL2HcvDIR4V1xQ7uJzBmd9XoJXNCxO+y7N5grKx0X67r4+cTHx91/PyxEs7CJYRMD50sjWBFe6QkpwVhPj/z3LGzsmFq4moR8dHx69a30FBJbW1aOsERd/Dx+i4ZzAV369ss3D9+vwdaRt7EUTSko7/LgpqXAon3+ifaEFleVeAc9U59FYXn86c3zcWBdV5YXD6ZRMKcaDkR8/bdDxe0npQ6QyxcbGBroZIlVG2xoqV6Nl2xnkozW/UzTahrpuqJuaxXyBMb4xlHcJ+54vZuDHt15UtCHh70pc4t77taRbznpPrHgYjjqIO/Kf3RPuqOd774+ffzlKxgM9f/jg/c+4mlhjMDJaj0VneSd40mCplPcVDW8b6CkarHoZ4nP9L9gfm6OUjKPG7iglpH+P9u/Z+Fx/XXEu3q+rSpAQojMqHJc8y3GmARdLFAvqumVRSUaNQmUi2PSiMuHHNo6rVzKXe60PdPSRAg5vrMpzwWicoTPAwKCQONtgNUiRIWUBwoc1+2RbH3JsrcFp59cQX7OCUGEc6SzSObS1vty8cBjpPT5KL/u2+O9kln416b00GNEpn8dFCNEpEvH3GFajQvf2mCO1YizoPnLVUyqCRwgHRjqc87kCbTjPoii8FX3gS9Fq68cgyzJMnvn+DNayt7vNoCzYWpNkdkamgqc4HyOyAUoYxpMxWydOAFAWJYPBkHIwoiiHfv3MJMPhkCwrsBaKwvcwiPuEvYImkeA7b8cQPNUXjjtjojfO2SyjDiHv04Mp81nFufu2uXBuB2d8ldG2NQwHY0ajMZPxBIejNT5PYrw2QWWKyeY6RVmycXKT4XDI9Q+7jrIcMB4OlpEELKMGslDopyx9CWIVwulLJzBOMBgMGAyG4ZoUXZRAsFB3+7L/6e/9Ig+hdlchLyjKCM65TuGIhodYwh6WckxfiYhyaH/96R/7cPhVfO3wc/01qv+Ir/UrVR1WNJae3NVk9f7v/c+M53apOVWX59EIFifnLFL5xCcVPBreldZ3X4e/sQat6XbUfnWPMDzLkozOlwFVuSLLFKPRECFiol2Qyv3uQ6eQCEEuYm3iEJ4VQndE8AAIfHM2X4Wn6BaTvturP/A4BzHWLvOTxgmQ7fFv5qppaJqWutU02tFYQWVAG8i0QTtLhk/uGzhJYUAK62NFC4NAMhyO2Th1mnw4olhbp64qpvu73PmJuzm3vU2zv089O2DeOGbzFpMbrJNBILReqXECg6MxDQiQI0XmfJ5FrtaQYoyzQ5xY4EQTamQbhLNIDE5rXKiz7bSv5GVM4z0HTQVW49oK4RzS+oolpr7CZDW3rLbR77DpX7LhcoWqIuFaZmVJORigMh/HOV8s0K2vVFbpxnfXNS0C15WJdHZ54zvnmE6nK3MkNnc8jHf9L8M6Yu3seIP2BZX+QnNY2Ikbo5Cy685aX0EYRpYXyMzfM7pp/Fj525Q8L318dp4jpQqhDQaVl2QDR1YWZEXuk+yDsurjI4Xfe8P3adqW8xcuUNc1+wcHZFnO6WtO+43ALa2qSkrWgoVkbTTEOUuWF8wWNTMzB2vRoUpILCkajRlR0WjbhqqqaJqGxXxOURSsra1TFDnj8RhrLdPpjLZtOZhNmV9BH40jFQ2WNo++L+/BlIWr66e6Mj4Z56ON9hXtiMKfD411nYKxXA+68Ci7VDhgOb+6ELLOJbP6euRSlYyj3t8/l/4+0Fc0jDHLnJ3gMXLhvoel1zUq38dlMhoxn7ZY46sTttqyf7DAoSkHvn9UXvqQwzAgYbMPHlPnDYLgQ4Utfo121OB8SFVZCvJ8gNEwHIJC0dYH2LZEZSWZBClyEF5Ybmqv3DsTQtssoYwptJ2BMIwhYd6HdD2MhTqW7xYh2bgFHC6GeTmBsAJq05V/Pg7e+r5aQGI4GjEejzsvT1c2dUXJDSFbLvaZufgcpBA00jCvauqQHzEeT5hM1lhf3yDPc2bzOc654N0AXTc4Y7nrzo+zv3OeidjGnJpQuoYMg1w7jRhskA1OcOrUKTbWt3jYwzSZysjyAq1b2tZ35p7PZ91cVKpB6xhm5q/7XD9wB+gHQ1sTqm75fJSujDhx7ROURUkmFM1C09Byz9n7+PjH7uTuT9zL2bvuY31tk831k+DgmlPXcerkFqevOUNdV1zYu8BgMGS0scZoPOaGW25kvDbhxltvYjgaceLEFnmeMQiFWnw525adnR2apunCebtwnlCEKCuHZHlJXhShT4bfN5rGe7N8yKVX/utQkbJpWz/GQVmrr8ADGS37sBTm+54FKeVFCvRhQT96HKJnpL82xWPDqte174XoK1HxPdHrEH+Pxo9+c9F+iFY0ova9IDHZOypCfcWoXynrUrgsRcMrhyJ4Fo5Opevf5CK4I6KFBZZN0ZaC4vLgy02893kr//ZvWmpR0bMRu5OH5/rnEP7OBVeZlP3Y7lXNcMXCtfqlwlGOb/+r2pa29VUZGuNojaNxoB1o4V3fKvOuS4OkNg6Jr3wljUPhK0cZZxHWoIzGOY0Mnbqxje8P4sAEL4kSYFxI0w7hbUYbtHUYK0AJytEao/UtimJApny1IWL5YRfC0urKxwEjwWicbkJpu7DYhS7GQghfKrEYIADlYmWxK7O20L8u/Q2CVYHEee2x20SstcigxOJ8ha+l4OKtgL7nT/z94hjwvsASw1ri/F15TzjPaIWJnpC+RaG/gByuluTnYa94QkzcvgKTszG+m7z3NumgfEu6nBMVOg47H2pQVRXW2K7WfDf8nfky3J2GKGl55SN4tJq6whjNolqQZXnI4xK0xoTrYkO+lheFrA5lkkOInY2LnYiWNYVUDuFCeFqWQQjPkgJf435Qkme+Q7MRvueJEDA0gyMTjC+VQ86LFaXhcoT1o973QH97OZf7kEGLS1rzxUPjxVj5iO4D4lrrhdF47x0Od4re7OXzS8/FUojtWZoP3ftHKRf3FzZ1f+/vc3h9udjTwfJecEcLpsfFGR8S5awLoVCh15Q2VJUOuYMhpFf4vgNCeiOcL7cbPWWiS8aXQvjypaGpGQ6k8u/NCz+erV14BbFpqeuWuqlDGGLblZte6VIvQpnnXnSC6/0f6XtlLL0tSw9LF7onw2T08V44J3rX+/LJVLayly8f0odOSUWex6ICPkfN9r01zodjml6Dy24eCF+xz4Z8UBFCwvshgirLyJzzCbvW9wUyaKq6AgH7s4rhMO8UDeFmiFoimxxR+uanEIS6kItZFAWDoWE4GuFCH40mVFFq24bpdK8r2Xol5HkIrVFxv7Kh4ubyiui2pa1bDvYP2N3Z42D/gMV8gdamMyj4Y+WUeUlRemXJ4SiD4Wpta53RZMLpM6cZjn2vkKIsuv4YndcyCuK9Skfx37H6VmdpD557EfYNoSQq800ZrfV92oSOUQk+4TxWqURAlh+/aEg/mbof+tT/2fcQ9NeVfjhoX/Hoy6SHcyr6a148dqxY2U8mPyzD9Dkso/eVln7z0X6Rlwd6XNI4Xc6gCkISuAiLeFxwXW8T6GlAUsqQlGW9EBWsDatZ7r0ylmELd45QkcL1FAjfMMz1BlHK6D5eVU+6knUyI2RbBAFOrQy6O2qTcK7LJxFSojh+XkafvfmcprbUxjJtDJWxTK1DOyjlEJEXFJMhWVlQ7e+h5wukNUjrKCeGwkFlDFlTkTlL6zSurXH1Abbep13soZsK7XyS+azWGCvISkGRKUaDAdbB7t6MWlu0kGQqZ+u6m7jmuocx2TzReQCEkL5xm2lpZlMcc3KhyFFgWoRpkMLvD6Esi1cgi4HfAIvSW+XzEiEVw/mVlbeF5Q3WVwYOWyP7QrzRmpalB85qTUyyFP4Pun4PXTWlXlnQoz47WsX6PT36r8WEzKZpupjt/r0Q39dfiPoWi6VC7K0y4BfU41JXFc7VoVSz7zczGI7IMkGR+Wod1vhytLP9Ay5cuMBkPGY4HHZNmYQwfsNxfZEvLHI432FdAs5QLaYIIdnLMrI8pywGAMyrCmcdw8EAlSmGgyEqUzTaJxWatsEZ0wmoUvr5RJ4jRU6mJEUxCPdw2PyC8pEXseYnGGPJlcQ6x9r6GrMr7JYbeSAl40qE9r9Nno6riVQ+P6+7p7jYQHCYqGx0v3Po9+BBwLlO0VgK/g+8oYbf6EThQ2vHRfexXCay9wWC5WfE4/rvJ93qxn1/Cs6lYKoK03ivj1KKvPAVrurGsbuzYD5vOYlgjMRmDqXwSgbgch/ia4lWTh8yK6WAzP9UIezFOZCFYKDAaM384D50LZjuCqpFy/bONvP5gtmioqprtO4lq8ZwyiCodf11BEQ1J94YVpguXKkzkSv/bz9PROj0HPZyd/yxi17NWKEwKhlSSibjNR9zHoSnVrdoo2mqirauvUIVktWt9R77GCLljAmGjtwbp6QvgDMcjhgMBt6oFCoj5XmGbiY0eU7bVNR1zd50yv50xp3nNlm4jBJNLixuZxvkPhT7iGLMaDxhNJowHo9RecZwOGIyWaMoSt/oLxQ3qaqK3e0L7O7u8P7377NYLLj77CeOPW4Ak/U1RuMJQkDb1H4tJUcq4Y2KzjI7mDKbzvnYRz/GXXefZefCHvv7U3CWyXgcjD6K9bUJJ0+cwmE4mO2T5zmbW5usb25w66MfzmRtjetvfJgPZ8skLijTbWtoQy+f2FvJl17OvTKifENmIWVQdOnmWVwvovBbDsru2rS67fIgrHXodpnzKYRgbW1y7HGLYXPO+Tytfhn+SN/6H70PsTx82y6rn8b39anr+iKhP74X6IqlxDCmpmlWlI6+16GvNPRlkHj8siy75/pelvj+6A2JfTUeMo8GLDfW2CTPOV9/OXaj7QtgnXYav5BY1ey6k4zrj5Te3WujImN71iO8lttTaDo/h4ihKH0LVT+xq/vz3t+uWquBpVWb5abmnOu2qCuxttSNpmp85/FGG1pn0Q6sEBSTNcbjNU5cc5LJZMTuPXcz39lBL+aYqkI7i9StX7jmU2oBsz0QVqN0RXNwgNStV0zCJqBD0nks2+fru8dKJganBEjJcDz2VTNCok8UlqOFsbtOytesRiw3GuEz5hEyC9dA+dK2eeEtDFnhFUx1hR4N4jU7evzvLxSpH/ZgbfBodN9OdNYpf4EvtrbGY/Q+6CJh4qjP7t+chzn8vtXz7Vs6/PnYK4j39t2N/S2uQundaA3qf55zvl9HWRQ+PrgsyZUvTRzf2FmjewKbEITciwLnDJubGwgE4/HIJ3qHqh5C+M8ZhDlWDgqUkmgZYtqFw5rQpyAobAKfe9X1R5HxERWv0J8kmGiddSAhU17QEk6S6b4Sd3VYri7h9ysQKi9aoP6eYGNFpEOegfjzSI/G/TwPYd114bj+xZX3PTjLFfzwuRzFUR6N/kMsF42Vewguvqcvl1Zbv4+FSlLLakkCbSyiWXo2ilKQ5yKUeV96FZzr7lBimVZCd/sooHXzWIF0oDKLtSAyi8g0KrfI3OcAKOP3VhviopYW5/CJncLhjRBLr4V/ben0EFFwCNZqsbRCy6Uh57j0c2Piur8IFYW8B6ANVnvlQ8rCWpxlWXCsxHVbduFv1oZ9VIhu9ev3FOgMSDgvBHevLwViYzTW+oIs80WDlo5MOJAaX+9+Do3tGrFp3fo+FnVN27YURcliUfmRdZaqWnDhwjn29nbZ3d3xVbCusERrkRcUZegv5WLlIj8HnbQ456s15SHnZVCWjMcjsIK2tOiRpcwHDMoRw+GALJOdd2EwHLB1cou1jTU2NtZ9snme+eIqvXxb8HqmQHQh71nuG7zKUP68q/7Zs8b7qmIs52O3j4tgPIwVT+MtEKs9+vlyJQ2F+8aOo4wehw0Q/UdUDuKeHwX+SN/T0Vc04u9wseE1vu+wp+SodUmsjOHSO3H48/qhUv285ocsRwOHtyYFDUpKiW41uqeBek/DMgM+Wn+UUj4uLnQc7MeUxdeLPA8LhF/EfByoI8b0iiDo9gfEV6oJmf/Y5UJrwXXBE9GysZxoR1UCiKEbLoa+OIezmde48c3hjsuFgxmzhaExlko6tIRGOESWcfrhj+L6h93MYx//mZw+c4YP3P5O7vrIB7lwx0fZPfsJnK2x1R5mR9Eow8HePjvnzjNQio08Z/dgTjGfI7SDTCKFpRGGTPhOykWZMRqWaONotaZqGorRAJUXXHvtw7jp5oezsbHJoCyD6zRo3o6g2AnyYshgOPEbinDenSEBFNFTJENgbr8jhf+DK/VoBO9VF4a3qqH3r+FhAd9oHeZm6N7cU4BtXHw47GlYXSj6i5r/GTeYQ14WltaAw+fUt5ICR1aV8FY003sO6vr48aNlMWCcleAsmVyWgBZCghPem6D9nF9bmzAYDBgNRwwHvtpIbBZou7KT1isC4VpIIRgUGdec3MKxxY03Pgw6n5Hoyg4ba3COTmmI370NORmmbToPogyLZKzA1YmazvmYXLVUNDxhjZAgZSy7LTAI39Qs8UmnaZZNpPrzO/7sC/j9jfYoz0SsQOZCqKb3861umP37rM/9KfSH46CPek//XC964L154V0rgsJhYeFymc1sSMiGXEmKbGlJbBpL01iMnbKXSTY2CkbjjPG4oMh9kzfrXJcngfBN56TwZchF32EQfipASYfcAK0dWlSIhWZcWUQpmDYZsnLUtcSY2NTNrRwDQi6kEEHRiOO/XFsRy59RSZFShv08GK4UWHN8RWM2m5EXvh9RVdcsFnOquyqUkkzGE4qiYDyZUJQlw9GQsiwp8sLnVIQvo7UOuREtTVN1vQqi4iKUYjAYBHml8OVXg3CcKYULMe42dI5HQN006Fazs7uPcb63gc+xMcG+NevkJSElo9GY8WQNqXKfZyclWejInWWC2XTG2bs+wWw2595770Hrlqq6shLy48mEjY0NpIC6KsOeqVcMcOtrawzLITc8rGI4GFItGpqqASvBSR9BHTwGddMyXhtx8vQJtk5scfPDb6YclEzWJiGsLoQNhfK8mfTKsAgGYqH9/ZkXBbAasQB0e3CeZ2RFFjq948/V+lwMr+D5sMNoFLB2GbFS1wuctRwc7B173PqGzFg5qi+gx3Whn/8VPQGxgpOfc5p+5ar+unlYyO97PuLaM51Ou7zQ6C2x1q403esfsy9398vV9j0c/c+MvTjiZ0cPyEMSOhUtLE44750QotfB9n6szX7U7lerCt+8G1x/4n6woyjXLelHaIsrnxWf7wk7zvWfD9pyb6NaOcbhjeYBxuJyabRXMhpj0fg8ClX4OtFraxtsbZ1kc+sUmyeu4eSpa6lnM9x8DnXlQ5FyH5uujCGLD7zAOlCKrfV1X8nKKqTTDMw+hQr6QPdFYjhC6GGgfIjLMnGot3cEBU4K37zIT0TfIbwbXhlHVMX9I1wjn7MR6+Tb5kpDWPrbl7toPsBhRaE/z466iqEw74q1jZUAvJ5jrHN49OdS9yJh8XK2m+f9c+huasRF98nFAlesXhM9fizDDo5BPhgihQZrQsNMv0D7mtHSj6pwOAFZXiJVTl6UqDwPls/lhHAiKvdekfSWSNl5IhG+cIKDrkl2d59Z2Rk+CX+HWCo9ArCqV40j5tawKuz5eFwVrKqr11V07w3XUWbIq+BJezAOr3tXYs3++0JUGuFi78EDejSiv6zvZO6sk0ufsoPebe3CfUlQhpfGgmjVjO9bInvv6b/34nryR3k2BIS8LkD016alUeG4WAtCHT2H/Pd2wevhaBqDygRl4bCFV7SjUdd/c5/LESsHRkHLG4OIvgdAIH0ELHkhsU4ynGSgHOv1gKLKWCxatPbhLV75W56Pc265TtBldC2dHferaEQDDuF1LtqDL2vsjO+1EsNGfAWwpbU6r70hsyhLn2jfNgyKAUVRBnlG+uRhGy3gq2HgQgjf3LQrKbpc1+MGIQiyUejvgBCd4bJtW1/6WAgywtxyhBy6EF4ufUGQstUIG4uw2eDZ9pXOFvMZOzs7VNWCul74MuVXsE8AoUxubE4sccorDtb4Zpt92assC1+GVuW0RYn1Wwy61bSN9tdcwmg8ZH1zncn6hOFo6HtfZL6gQRO+T4yQIHrkHLhe+NxqPu9ynei8FmFedX46F5Tt0NzVBTnEI6D3vqhErSw4x2A515ZN+/qehsPP9envF0v5l4veczgvIu6Vh6tY9b0U8W8vGr9D69vhIhj91+5PxuorfZfCZSkauVJkud/oi9xbbetgEY0f2o9L9w3RwvOHYsPiiQOdF0HiJ1weKj0JbGgY5C+Q0TpYVFdzLeLnK5nhO3iLMH96CowIQk1XDmNVYelreUC48aG3ZF/OUF3EQWOYaxdqo3trxzWTCWuTCY+68ZE84tGP54aHPZLNk6cYflbOw29+BPfeeCvbd32cg/0DpgdTjPTp4evlmJMbXvAqlEScGPDIR2/gVIZVA5rFlJ27PgTNnLzaQxiN1a1PchOAUpTDIYPRiLIYUGQFAoGNSXD4xLa8KMhkhhKKYlCQlYVXHLr71cXdK1T6aoM1YeaT7OoanKPZPX6dagi5AM54gTRucFj/yv3cuF7zVl746OVm+BvLb3IqdJFfFWjpKp8I6QVkH8q3LKPrQ/SWc0Xr0LE6WOby4LnzFVocAomMisahpC3CZ8dFymgTasHn3fPHZeOa6zDVPqap6Zq2h8Z4PjwDUC3CWgahioeUvqdIX6jy4xrKeRIFeeGbNgZlxAmBCcmoFgOOLqE8Ntz01TcsUvqxzLICmUuyYtDdr865btNwYY65oFjEHC//vuX4CbyXxRhDu5iDkGTlGOmOn+SXOD5t6GcA9y+0H34tCh09VSK8J1YEYvV5/2LvfbBUMmT43dF/W39t8EaoWAPfvzcWSXBOhocAVptSxb3GG8EE0OJ7DPkeF1kotX5cTPDXSOEwTmBtL8Fb+DFqtUVrcPsNi8r3qpFZxkAs1zxnbSjJ7u+BWDHS6rYbaynABo90nklUBmvrA0bWUAwFrbacftgGunXs789oas10VlM3vnKiMQ6jHc5Y2tbv09Z6I1q8b/24LxUOEQxUS0UjCor+GtgrUDS0bkFItPEW4lZr6spXzDrY30eA7/WTZQyGA4oiZ1AOKYrSP0JCdFHEpnFeZok9MqQUvuJUqEzlE/LDuBpfjREg7yzW3ptkjEa3NdViSqZgYAbYLMfYKIj6h5edFMPBhDzz+Y1SZRzs73HfvXfTNDWLxZS2aZhNZ8ScwvsTUC+H2AMpGnSslTR1Tdv4zt2+MqiXq8bjEWVRYLT3NM6nC+azBbPpjHqxYDgcMlnfZOvUSW58xK0UZUExzBFSoJ33Yi+qBeD7gEgpfdNfIWlN3GOXVZeiTBlzELTROBlK1LoCJUOGhgkJ/taGDvRNL1ohhF05n+MlQm6hA/Li+B7IqEDGxorRsxG9CvH56BmL1euklMs9Pygp/VyOw0rJ4cIyhx9xDnS9vQ7lh/aP1z9urJAZvRZ9T4lzrvNexO8Vj3U5zfrgEhWNeMC6brsOlNG6W1XNSjk/Y/wNY4xDdtWGBEpalDQrXzxWBNBti7UuJI3HMnUANoSTNH7ww3lkQViKdC4pX1S6E4KjHOwvUraiCfYtKstz951ErTa0dYNU0ocBCW+lqav2ogt1yWNnLI31TZg0frJ7N55PYtWtoa4b5ovaNzyyAisUVmZYFMYKX6Mc/17fr8zSOofKfYy9kBmoDKEyrPCNFdEWjUM1mtY671ExljY85lXtG5tNp9RaoosBhXEczA6om5mvhiUyWi1oWi9Qdpt8UDL8LmbAtjjb0uoZzrRewLWO+e78sset/36tffWtaKnzU8O7akR01zi6RVt0VUwchPhMa02wVgXreLcR9urNHyqxedgqm1kQwhITDOPcaRqfWBg3VJdBFtu/O+f/BoE2mtbq8Dmrina36FiLNA4pfF+JVuuVc7iccZs3LaZq0G3j+2sJkG3wmIRraIwJFVLscpHhCGsGITZ9mSTl71OxVDQIcyPWdI/iQxxXE5Ir4/2XFwYlVxe2qEBEa1/3WnceR52bv1bWGOaLGoSkQDGvj3+/XiTYRuNEFImOFJavDoePeSUfsfJ1jvN3xxg7HXr43J9icfEx45xaVTKAEDZloTcfYvf0o76Un1v3b93tG5WsWe3NI4TFSYkUcd745UMpXwxB9PYPuYzDxaq48UJTN13M93HGzoYS1FaANQ5thK/qo4IlNw6RCx4JK6kqzaDSgA9hMdb3s/A5TS2d59VZrF1VNBQWKS0290ni0aIfhWApYkhi8JgEg0NcNX24lj+ks9E4EO/R+N2i89sFj4ULa0X4XSzHKRp5jjN2bdvi8IqGsb6SlDHGF6TBdN5raTSIZeUpH2Zjum7i1hmUVGRZv5eAV0BXLNPWoYWkbX3pcOknEY1pQzhMOJ4xIdnZh2QpKYPBKSgZYayM8YpG07Q+oV0phDHUdUW1mFPXFbP5FN1q6jo0ru36ma2uS5c7dtPZrCsA0tQ+ZGx64JUarXXwCghwohsnZx3OOKom9DiqKxZ1hVCSom1odEvdNhgs2ppurzBWH1I0BGUzBCFpNfQb1w6GrZcnQyJ33dQYazoPlLaGppdQHeevbqOisfS+y2AIM9pf87qtAcd8fvnySXxvVB6iwnFY0egnfcfQqrj+RIXiqIa+fY8I0M27fqRE/73xGId7fR1VSfOo0M7Dyk1fRj/sOYkKUVVVnWLzoGPnLoE777yzt7ylx5133nkpw5bG7grGLY3d8ccujVsauzR2n/pHGrs0dn+bxy2N3fHHLo3b5Y2dcO7B1ThrLXfffTdra2uXFZf19w3nHAcHB1x//fWX7KpMY3e8cYM0dpDm3JWQxu74pLE7Pmnsjk8au+OR9tjjk+bc8bnUsbskRSORSCQSiUQikUgkLocryyBKJBKJRCKRSCQSiSNIikYikUgkEolEIpG46iRFI5FIJP6e4JxbqQKYuH/atv1Un8LfG9K8Oz5p7BIPNZ/qtS4pGolEIvF3lNlsxg/90A/x5Cc/mWuvvZayLPkP/+E/fKpP628lr3nNa/jH//gfc9NNNzEajXjBC17wqT6lv7OkeXd80tglHmr+tq11qaNVIpFI/B2kqiqe9rSnsbGxwb/5N/+GRzziEUgpuemmmz7Vp/a3jq/7uq/jTW96E694xSt48pOfTJZlnD59+lN9Wn8nSfPu+KSxSzzU/G1c65KikUgkEn8HeeUrX8nW1hZvfvObu2aLiYt561vfyutf/3re/e53c911132qT+fvPGneHZ80domHkr+ta91DGjpV1zXf8i3fwunTpxkMBnzhF34h73znO1fec8stt/S6dfvHG97whu71v/7rv+bZz342k8mEM2fO8IIXvIDz5893rz/zmc/k277t21aO+UM/9EN89md/dvf7i170Ir7kS77kIfiGiU82t91220XzJV7r6XTKi170Is6cObPy+u23336/fyuEYDqd8tVf/dV88Rd/8cpntW3L6dOn+aVf+iXg4rn2hje84aIa2rfccguvetWrut/789k5xwtf+EI+67M+i52dHQA+/OEP87znPY8zZ84wmUx4ylOewh/+4R9evQFLrPCmN72JL/zCL2Rzc5OTJ0/yxV/8xXz4wx8G4GMf+9jKvDhx4gRf9mVfxoULF4Cj16r4uO222wC44447eN7znsdkMmF9fZ1/8S/+Bffee2/3+T/0Qz+EEIJv+ZZvWTmvb//2b0cIwQ/90A91zz3Ysd74xjdyyy238Pmf//mMRiNuvPFGXvGKV6x0aT08H9/ylrcghLhoPXyg+wqOXmcvhcN/9x/+w39gc3OTv/zLvwTgT/7kT/jcz/1cyrLkuuuu43u/93tX4tWf+cxn8k3f9E180zd9ExsbG5w6dYrv//7vX/mOv/qrv8qTn/xk1tbWuPbaa/mKr/gK7rvvvpVxesITnsBLXvISNjc3OXHiBC960YvY29tbOdc//uM/vmgMNjc3u9evZB9J8+748+5LvuRL0th9Eu/ZxPFIa93985AqGt/93d/Nf/kv/4Vf/uVf5i//8i955CMfybOe9Sy2t7e79zjn+OEf/mHOnj3L2bNnV/5+d3eXf/yP/zGf8zmfw5//+Z/zpje9iXvvvZd/8S/+xUN52p9UHmixeDBFLU6W3d3d7rnP/uzPXln4brvttpUJdKmC7YMtYkd99icD5xzr6+vdfPnO7/zO7rUf/dEf5Q/+4A/4zd/8Tc6ePcs73vGOi/6+/7fxMR6PeclLXsKb3vSmlTn4xje+kfl8zpd/+ZdflXP/lm/5Ft7+9rfzB3/wB2xtbQFeOXrOc57DW97yFt71rnfx//w//w/Pfe5zueOOO67KZ94fn67zbjab8R3f8R38+Z//OW95y1uQUvKlX/qlWGu79/zhH/4hZ8+e5b//9//OO97xDn7iJ34CgHe+853dnLnhhht41ate1f3+5V/+5Vhred7znsf29jZ/8id/wpvf/GY+8pGPXDR/zpw5w+te9zqqqgJ8OMWv/dqvcebMme49l3Ksc+fOcdttt/Hc5z6X22+/nR//8R/nx3/8x3n1q1995He31vKd3/mdTCaTi157oPvqavGbv/mbfPu3fzu/8zu/w5Oe9CTuuusunvOc5/CUpzyFd7/73fzcz/0cv/RLv8S/+Tf/ZuXvfvmXf5ksy3jHO97B//f//X/81E/91EpMe9u2/MiP/Ajvfve7ecMb3sDHPvYxXvSiF3Wvnzt3jv/xP/4Hg8GAt771rbzhDW/gf//v/81Xf/VXXzQGAB/4wAc4e/bsirB3paR5d/x517ZtGrtP0T17mGc+85lHKm1x/b8/pe6Zz3wmcLEAe+HCBba2tlb2isOGYjh63f+e7/keHv3oRzMajXj4wx/O93//93/Kk54jn85r3VE8ZL672WzGz/3cz3Hbbbfx7Gc/G4Bf/MVf5M1vfjO/9Eu/xHd913cBfuBOnDjBtddee9ExXv3qV/M5n/M5/OiP/mj33Gte8xpuvPFG/uZv/oZHP/rRD9Xpf9KIi8UHPvABAP7tv/23nQDWV9RuvvlmfuInfoJnPetZfOhDH+LEiRPH+rwo2L7iFa+gLEt+5Vd+hec+97l84AMfuChO9P7O61NJ27YURdHNl/4CfPvtt/PFX/zFPOMZzwDoNoU+Qogj59oXfMEX8JjHPIZf/dVf5bu/+7sBeO1rX8s//+f//MhF/nJ5+ctfzutf/3r+1//6Xyuf/8QnPpEnPvGJ3e8/8iM/wutf/3p+53d+h2/6pm+64s+9Pz5d593zn//8ld9f85rXcM011/De9763u84nT57srtFwOGRjYwOAa665pvs7pRQbGxsr1/LNb34z73nPe/joRz/KjTfeCMCv/Mqv8Jmf+Zm8853v5ClPeQoA1157LTfddBO/9Vu/xQte8AL+83/+zzz1qU9dUS7f8pa3POixrLX8X//X/8UP/MAPAPDoRz+aj3zkI/z4j/843/zN33zRd//lX/5l6rrmec97HtPpdOW1B7qvrga/93u/x4tf/GJ+67d+i3/4D/8hAD/7sz/LjTfeyKtf/WqEEDz2sY/l7rvv5nu+53v4gR/4ga7T7I033shP//RPI4TgMY95DO95z3v46Z/+aV760pcCrGyiD3/4w/l3/+7f8ZSnPIXpdMpkMsFay9bWFr/yK7/CeDwGvLXx6U9/Oh/60Id45CMf2Y0BwMMe9jDG43F33a8Gad4df9496lGP4su+7MvS2H2S79n746UvfSk//MM/3P0e1+iXvexlfP3Xf3333Nvf/nZ++7d/G4CiKI481r/+1/8arTVKqcs+j7W1NW677Tauv/563vOe9/DSl76UtbW1bv/+VPHpvtYdxUPm0fjwhz9M27Y87WlP657L85zP/dzP5X3ve1/33P7+fjcgh3n3u9/NH/3RHzGZTLrHYx/72O74kZ/92Z9deU9fMYm88Y1vZDKZsLW1xROf+ERe85rXXK2vekX0F4trr722WyyiovbKV76SZz/72XzGZ3wGv/iLv8hwOOxCeY7DE5/4RL7u676Oxz/+8TzqUY/iR37kR3jEIx7B7/zO76y8r67rI8/rU80DzZdbb72VP/7jP+auu+461rFf8pKX8NrXvhaAe++9l9/7vd+7yBJwHF796lfzile8gsc85jHccsstK69Np1Ne9rKX8bjHPY7NzU0mkwnve9/7HnKPxqfrvPvgBz/Iv/yX/5KHP/zhrK+vd9ejP95f8AVfwGQy4brrruPGG2+8ZEvh+973Pm688cZOyAD4jM/4DDY3N1fWPICv/dqv5Rd+4RcA+IVf+IVuI7ncY/XXV4Av/MIv5K677mJ/f3/l+fl8zstf/nJ+4id+4sjY8Ae6ryJxnT158iSf93mfx3/7b//tAd8fecc73sHzn/98xuMxn/d5n7fyHT//8z9/JfzwaU97GtPplE984hPdc0996lNX3vP5n//5fPCDH8QYA8Bf/MVf8NznPpebbrqJtbW1ztDQv6ZPfOITV77fU5/6VJRSvPe9710ZAyklw+Hwfr/LcfeRNO+OP+/+/b//92RZhlIKpVR3bmnsHrp79oEYjUbd+txfoyeTycpz/XX8KAPV3/zN3/Ca17yGb//2bz/Webz85S/nC77gC7jlllt47nOfy8te9jJ+8zd/84q+25WS1rqj+ZSWt93f32c2m3H99dcf+fp0Ou1cjP3HBz/4wU5TBPjKr/zKldejVt3nH/2jf8Ttt9/O29/+dl74whfykpe85KJ8kU8F97dYXKqidrlcqmB74cIF1tfXH/R4N9xwA2tra9x666289KUvvSgW8Gpz99133+98+YEf+AFuvvlmbrjhBiaTCZ/5mZ95Wcd+4QtfyEc+8hH+9E//lP/4H/8jt956K09/+tOv+Jzf8Y538Lu/+7v89V//NT//8z+/8trLXvYyXv/61/OjP/qjvPWtb+X222/nCU94Ak3TXPHnPhCfrvPuuc99Ltvb2/ziL/4if/Znf8af/dmfAayM92/8xm9w++2389a3vpW9vT1e9rKXXcY3vTSe/exn8/GPf5zf/u3f5qMf/SjPec5zLvsYMfzuKA7nDr3yla/kMY95DM997nOPfP8D3VeRuM7+z//5P3n605/OP/tn/+ySlPo//dM/5ad+6qf4rM/6rKvupZvNZjzrWc9ifX2dX/u1X+Od73wnr3/964HlNb3Ucbr77rs5c+ZMZ108iuPuI2neHX/ejUYjPv/zP59f+IVf4IUvfGEX157G7qG7Zz8ZfPd3fzdf93Vfx8Mf/vBj/f1v/MZv8LSnPa1TbF7+8pc/5Aa6ByOtdUfzkCkaj3jEIyiKgre97W3dc23b8s53vpPP+IzPAHz85OEY7D5PetKT+D//5/9wyy238MhHPnLl0ReSNjY2Vl47Snsej8c88pGP5HGPexzf+Z3fycmTJ3n3u999db/0MbiUxeJqcqmC7Uc+8hFuvfXWBz3eW9/6Vt71rnd1YXHf933f91CdOuDnzOd8zucc+dqZM2f41m/9Vk6cOMFb3vIWfvd3f/eyjn3y5Em+5Eu+hNe+9rXcdtttvPjFL74ap8yrXvUqnv3sZ/OzP/uzfNd3fdfKYvi2t72NF73oRXzpl34pT3jCE7j22mv52Mc+dlU+94H4dJx3Fy5c4AMf+AAvf/nL+Sf/5J/wuMc9rkvK73PjjTfyyEc+ki/8wi/kxS9+cbeYPxiPe9zjuPPOO7nzzju759773veyu7vbrXkRpRRf8zVfw4te9CJe/OIXXxQ6cCnHeuxjH7uyvgL8r//1vzolLHL27Fl+8id/kp/8yZ+833N/oPsqEtfZz/zMz+Rf/+t/TdM0l6R8vuAFL+Drv/7r+aVf+iXe+MY3duP5uMc9jj/90z9dSXZ829vextraGjfccEP3XBTKI//7f/9vHvWoR6GU4v3vfz8XLlzgx37sx3j605/OYx/72JXkSPDj9O53v5vZbLZyDGMMj3vc4y5rDI6zj6R5d/x517Yt+/v7/OiP/ihf8zVfw6tf/eojm9ulsTua496zDzV/8id/wlvf+lZe/vKXH+vv//RP/5Sv/Mqv5DnPeQ5vfOMbede73sX3fd/3PeQGugfj032tuz8eMkVjPB7zr/7Vv+K7vuu7eNOb3sR73/teXvrSlzKfz/mar/ka/uiP/ohv/MZv5DnPec791vj9xm/8Rra3t/mX//Jf8s53vpMPf/jD/P7v/z4vfvGLO1fSpWKtpaoqDg4O+I3f+A0uXLjA4x//+KvxVa+I+7vgl6KoHYdLFWyjBeTBuPXWW3nkIx/JF33RF/HP//k/7yo8XW3Onz/P933f9/G2t72Nr/qqrzryPR/5yEf4qq/6Kn7lV36Fz/u8z+Pmm2++7M95yUtewi//8i/zvve978jPMcZQVRVVVXVxjvH3qqpWFpJIVHyf//zn85znPIeXvOQl3WuPetSj+O3f/m1uv/123v3ud/MVX/EVK0mODxWfjvNua2uLkydP8gu/8At86EMf4n/8j//Bd3zHd1z0vgsXLnDPPffwV3/1V7zuda/rwjUfjC/6oi/iCU94Al/5lV/JX/7lX/KOd7yDF77whTzjGc/gyU9+8kXv/7qv+zr+3//3/z3SA3spx/q2b/s2/vAP/5Af/uEf5m/+5m943etex0/8xE9cFKP87//9v+dLv/RLj7zel3JfReLc39vb4+d//ufJ85zHPOYxDzoucf7ffPPNvPKVr+Rf/at/xYULF/iGb/gG7rzzTr75m7+Z97///fzX//pf+cEf/EG+4zu+Y8XSdscdd/Ad3/EdfOADH+B1r3sdP/MzP8O3fuu3AnDTTTdRFAU/8zM/w0c+8hF+53d+hx/5kR9Z+fyv+IqvIM9zXvjCF/Ke97yHt771rbz0pS/ly77sy3jkIx/JdDrlVa96Ff/pP/2nBzUuHGcfSfPu+PMuyzIGgwE/93M/x7ve9S5e9rKXXWT5hzR298dx79mHEucc3/md38n3f//3P6AF/oF4+9vfzs0338z3fd/38eQnP5lHPepRfPzjH7/KZ3r5fLqvdffHQxo69WM/9mM8//nP5wUveAFPetKT+NCHPsTv//7vs7W1xVd/9Vfz9Kc/nf/4H//j/f799ddfz9ve9jaMMfzf//f/zROe8AS+7du+jc3NzQd0+RzFf/tv/43hcMiJEyd4+ctfzs/8zM/w1Kc+9Uq/4rF5sMXiwRS1PnVdrwi6WuuLhOHIgwm2i8WCn/mZn+HDH/4wz372s7nnnnu45557mE6naK1XKob1P/v9738/v/d7v/eQKW+/9mu/xu///u/z+te/ns/93M+96PXFYsHzn/98vuEbvoF/+k//6bE/54u+6Iu47rrreNaznnWkxf/Vr341w+GQ4XDYVT+Lvw+Hwwd13b761a/m3e9+dxfr+1M/9VNsbW3xBV/wBTz3uc/lWc96Fk960pOOff4PxqfzvJNS8uu//uv8xV/8BY9//OP59m//dl75ylde9L44B57xjGdw4sSJS+7aK4Tgv/7X/8rW1hb/8B/+Q77oi76Ihz/84fzGb/zGke+/9tpr+d7v/d4j59mlHOvzPu/z+E//6T/x67/+6zz+8Y/ne77ne/je7/3ei1z21lpe8YpXHHkOD3Zf9Ylz//Tp07zmNa/h137t11bi0S+FmKfzzd/8zTzsYQ/jd3/3d3nHO97BE5/4RL7+67+er/mar7nIyvnCF76QxWLB537u5/KN3/iNfOu3fitf+7VfC/hk39tuu43f+q3f4jM+4zP4sR/7Mf7tv/23K3+/trbG7/3e73HhwgWe8pSn8LznPY+nPvWpXczxm9/8Zn7xF3+Rn//5n+ef/bN/9oDnf5x9JM27i7nUeSeEoKoqXve61/GkJz2J1772tfzgD/7gRe9LY3c0V+Oevdq85S1vYW9vj2/8xm+83/c451YMeNFTUdc14PeTO+64g1//9V/nwx/+MP/u3/27S/ZifbL4dFzr7heX+JTwqle9yv2Df/AP3Bve8IaV53/wB3/QPfGJT3TOObdYLNw3f/M3u1OnTrmyLN3TnvY09453vKN77x/90R854EEfGxsb3d989KMfdf/oH/0jNxwO3Y033uhe/epXu2c84xnuW7/1W51zzr32ta99wGM94xnPOPKzT5065b7iK77CbW9vP5TD9pBzcHDg1tfX3X/5L//lU30qDwlp3iX+LtGfI4lE4lPLUfdjf+/oPxfX7D5f9VVf5QD3n//zf+6ee+1rX7uyV/zgD/7gA+4Fke/6ru9yJ0+edJPJxH35l3+5++mf/umV4/xd4+/zWiecOyLWI/Fpy2233cYf//Efd82M+tx+++1827d9G3/8x3/8ST+vhxprLefPn+cnf/InOytJ6tz6yePTdd4lHphnPvOZfPZnf/ZDXuc9kUj87Wdzc/OT3rvrk8Xf57UuSVKJFfo1yA+T5/mx+yj8beeOO+7g1ltv5YYbbuC2225LSsYnmU/XeZdIJBKJS2MwGHyqTyFxDJJHI5FIJBKJRCKRSFx1PqV9NBKJRCKRSCQSicTfT5KikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOokRSORSCQSiUQikUhcdZKikUgkEolEIpFIJK46SdFIJBKJRCKRSCQSV52kaCQSiUQikUgkEomrTlI0EolEIpFIJBKJxFUnKRqJRCKRSCQSiUTiqpMUjUQikUgkEolEInHVSYpGIpFIJBKJRCKRuOpkl/Imay133303a2trCCEe6nP6W4tzjoODA66//nqkvDQdLY3d8cYN0thBmnNXQhq745PG7viksTs+aeyOR9pjj0+ac8fnksfOXQJ33nmnA9IjPO68885LGbY0dlcwbmnsjj92adzS2KWx+9Q/0tilsfvbPG5p7I4/dmncLm/sLsmjsba2BsCv/s5fMRxNADotToR/SykQQqCUWvldyqjt+Z/WOqy1GGMxxuCcwzoL4Yz9Af1fSCkRQpAphRCgxOHv1zsHRDgX/29EOJAQWCdwTmCdwzmLtQ7nHM51n+rfyqpm6s9f+qMLmM0OeP4/eVQ3Hpczdt/1Vf8Uif98KRUIf0z/ORYhHIMyJ8skRoM1jlZbjDYolaEyBTgcDmMNWrcgBUpJlFAUeYFzDqN1+Dr+4MaYMFSr10Epr31K4a+XvwbOj6yAVrcYo5GE6ygESvh/x/cbY+IX8OMvpD8HYwGBUhnOOWbzip963R9c1rj1xw6ZI0U8c4cAlAQpBEJlCCEwTuAcWGOw1iGEW7maIlxn4RzSOZzwx0L4b62kJFcZEigQ/qewKByZ9NfKxiMJP3Z+xMBYf100FovDArabngJjXHiPf14KiRICpEBIiQW0s37srUPgkA6Ew49fo481577he5/G+sl1QDDd3cFozXqxRq4ybJbhpKCqNY02mEpiG0EuJhRiyE03Ppwbb7wVoRRSZQgFKhfMZwds795H08yZT3cQErJSYLEYV5MVOSdPnSBTOdIM0dpw7z130TYNeanIs4zrzzyC4Wgd3YKzsKgP0G3DcFiSFzm4DFDk2YA8G/j1whp0W9O0FVmeMRoVVFXF3t4Oi9mM++69D2cdUgryPOPEiRM0jeZbvuXHjjV277r9L9jc2ESsTqIVnHOHnzh0NH/NcX5+4Pza55zFGuOfD38T1zApJAiwLqyX4UjWLT/T9Z5wzuLCPHGO7nNc/8Hq7/bQ69bacG7Qtg0XLuwwnR7wtV/7dccau5se/tlIpfz3uh9jX7d/9Kxgzjmctd0wrvzpcnHvjW5cveMf+PVehqdWVjy3/Inwq4EIe1T32b3r4f/QrxN+TXTguk86PBWWL4Q16M4P3n6ssfvx/98vcOfHPsbe3i4f++hHmB4cMJvG+2NIphQgcQiqukY3DRubm0zW19nY3GRja4PJZI319XWyoqAcDpjNZpw/f4HxYMiZk9cglYRM0eiWndkBRVZw/ekzZFLhmpZqUfH+//M+mrrm4TfdxGhQcuHecyzmM86dP0ddLXj0Yx/LNWdOY52fiota0zSau++7h3vuuY8LF85z7333YNoG3dQMBwVrkyEqy8nKknlVc9/5c+BAZV4MMcbgrGH3nrPHGruf/9X3UA7H8SJfPH+6f67ep0f/5rr3RTEh3qlR6nBxcq8cYCnAONeAs909b9o51rYoVSBVBkLiUDircc4hhEJIhV7MqRf71PMDpvsXljKWyinKIc5ZtFlgbMui3ce0U3bv/mt+6Vd+69h77J/899dy8uQmQgpsW+OsRZsMh2K0fg35YISLMkK8R5y/A++9527uPXuW3Z1tLpw/x2IxY7q/h3AaaWpkXlCOJmitmc9nOGtwRuOsQ+sabTTbO1O0MYiwv0ul/EhLCUJwMKtoGs10oWkaS55BruBhDzvDtWeu4bobb+W6m24FZxFOU1dzFrODsCaCdQ6jLVlRMFlbQ+UFw8EQay3b5+7jW77nlceT617xfQxHBUKAVH5crDNBDmpxWPJcoRQopZBCsFhUVFWNdRZrHM4KsKJbx7NckpcZWS4pB3k3xaxzaN32thmBIMdaqBcarR3VvMFYhxIqLL7Gj0kuEBKMNVhnkSrzcqiTQXb219I6G+ajxTodvhdIKSjyDN0Yprsz2sZQzWuaquGNv/67Dzp2l6RoxMV4NF5j1FM0+o++oiGlREqB30P6izmdkmGtRetVRaO7R4PQLzpFw/+MioaL7w8DLoMiIPrn1VM2rAvD6OJA+s2WcGFXPrO3M/rvpbpzi0rT5bjK4nvLIg+KhusUqLj4KemQ0jEaDSjyjLb1Y9TUmrYxqCxDKRWEBosxEhnGXCpBprJO0bBBgYhjY01UUFbdWkr68YmKYRRgbBBMpHBoIVBSoKTsLo2/rnIpoIRxFUJ2iobWJozdcgO53HFbfX/8fBeuK17x6OafRCKwIigS2DAHXCef0F1mgexd8/iCFIJCSRSCAoKi4T8zCwMa1KqgEIvu3056gVAiAesPGZQMhAg3bfgmQWnzAqU/d3DIeKvLeEpuZas8zpwb/f9p++8mWY4syxP8KTVzEuS9B5aJRFZ112zPtsjI7Hz/D7ArKzIiPdNDunhmIkEfC+LuRpTuH1fN3ANAdQERsgYJ+IsID3dzNTXVe88599xrz/WrrVzfPJCConcWpy3VWYpWJAqZQpF8Guccvd1we/uKLz7/glgyqWSqkq+YDdYrlLZotcVYRb9x5JqZ4gnnLbe3VxjjqMES5ohzkuR7b/De0W86tpue7BWlgLGyqW02Pd57qAaqxWiH1p6cEymCNT3eW7q+4/pqxziNqAreeKZhAirOWax1XF1dMc/h2WO33++4uto9/dv1n+dg5Glu8ZPvnwT0hVoKOSdKyaQItLUIWtKsNKYlzmiDBDPLS53XsCV5kfXrMtH4hS9+/jNZ+84Jh9zHVcCNaBnHUYCMZ46dXpJT9fTn/9bfXP7+ScC/Zhyq3UptDXuS/LX7UJ0DwuW+B1C1AVA/zQGX11vH9xxArY+qyv2oltdfzmt5iZ9kPcv7LUnUM8bOWkfMiWmeeTwcODw8cDw8kGMkp4T3niJLDOMwEkKgKkUuBess/bbn+uqa3W6H7zq6bU+YZ6ZxwCkoKeJdz9XNNXOKzCWilaaURK6FEgM5BhQFo2Hbd+w2W+4VkDMqRUiJTiv2zpJltaWUBjCVSk6REIIEUylQ4oym4AxYn6lakXNE1SIBYJbBk0SjPHvsNts9/WZ3/vlyfdR6wS4feHIfP3nF+pPHNaZmAR3rEl/UX/gzFJVKiVBrIqdIKRVSRKmANRpjlvikkpF1wWgB54rKqBwpcSSPBwHNlALjyDVRaiGVkVwjKR1I4UCJh988bpfPv9rvubq6QmtFiZZaCrG4lmjscd0WKD+5R+QePR22HLcbwtQzbDpynAUsU2CtxjnDpvMErZhGRWn3fNUVZzUKg3MG3fZjBWgrcYnSmloVzhpKqVhTKC3JsEbiqr7zbLc9u+0WaoKSMKqiSmzrnSTDOUuisdluZJ/rt9SSGbfdbx67dZ+42uM7ibGMpQXm8ruUJ2rNGNPi0/a5c80CSVYB3ikayhmkdV7T9RbrDP3WrXGZxMzqSaJRi6EWRS0abSopg0oCnC4xmAKM12iriCmScmr7t1kB4oZ7rglGLomU5PNYKzGfdw5jCnHOGJuplV+91v2qROP8sSQrW15YqTPrIEH4knCAUhc3cdszfooYGaOpFQxtwb/cDRQodAsYdUN32ys29HpNYNQZZWg/YA0rFWi1IBMVs2wYuWHPpTRkuWXP1rUMTwLB2haTVOqKZD/nSKngTNsCW5B/Ts4qRitub2+52m+ZxpkQEncfH5jGqX0yRS3thilVJmiVAKWqKgFLXTbYS3SutPUgP2VwJD2j5iRjreXGzjm31y/rwroGOKWgq0bX2hAWfcEOVQmcLhKQsuSPLxg3AHORJkn4JYmApgq2p4oEA/KuVCWbpFGS7GolSYBWYJTGKo1qSZqcYG2JhpEEo0rCUpNsfDElSqUlqIVCobS5URUrslUvIc+LQymN0mc8TNghvU5T9QQyOyNpv/hiv+HobjbsX29RCubgiGORJIuK7iXJ3OgO6z0/3t9z//7EF693XHcdr25f8dVXX/Hu44/88PZbDqcHPj68o5REqRGjNZuup+s6bl5dU2phDCPOez57/TlaG+ZhZnITXe+oxIbsaKZpkgS4digsV9dv6HuPsQJQxKjIsW1mBcI0cDw+0HU92+2WzvRYvaMzjo2vqLLh1auCd47PPnuDsQat4XQanj12pSRyyW39+dlvnyLpl9f94h4rOVNzJsVAmEbmaeJ4eCDME8fjIyVncowCprgOYx3761uc9+yvbwRg8F4S+HYPLfdi+8e/nWAs6+2KQMqaUdsjyJqxfl/lMZfUrnF69tjBGv//u8dyvs45bANUjDHMYWacpvZil6+rWFjuzWaDNgbnHaUUjsNAzpkYgoAf/957/0IyX9vaBhVtDViFsQbjbGPV4gqS0fY/AFXa62QaWvC845u/fsv/8V//Tz68e8fH928J80xp1N9jimglq18FUkyknDFaEoh5Gvj4/i1/3WzY7Hbsdjtub2748P4df/7nf2HXb/ju9ad88umn/E//y/8L13d8+eqWcRz51//r/2QcRk73j6SUyDGjgP97HLBaE45HcggcPn4ghokPf+rRh4/YzQ7jO/7y/Y989+49x3HiNM2E6YTVkBQSGMfAcEwoY1DDACg6vwR4EnCFUtc76zmH1gKELcCXHHV9j//eIbjQJVBQn9zW57+vT9aE2oKzhjnLY6nUHDh++Gfi9Mjp+CMpDIRwIueA7zzGGmEzqmEcR+Z5pu+u6fsr5mFiPA6E4z3jw49r0F6BXDTZaGbvZBM0GUWk5vjscVs+oFJL8rOicO1xAXjXkQGgFGGgUoqkHChVoLg5Ru4ejnhT2fkqyUIphDnw4eM9OSVhO5Si87oxPpkzfysAp1JaALp1vWtAnQbdkjVjTFvvzwDrsva1Za09LuCiQpikC6CwPH/OpShse60Z62T+db1psYV8rmGYSSldxMHyxsa2BAuLxpFTJqYMStaXlBNzmGSNXhI8RC2ilah0clbUqqE6lNJY69CqNvZE03nZc63VaA3jLOBErhKfKS2xbq2ZXAopRWIKzPPI8XhAG4X3Bmssfd9DVSgl5+1uPKEPv2qcfluioS7RmgXxf8psPE0yLo+nW/OC+J6RXy4Sjdp+p8/PXZMMSTTaq7T/q8sX5YxdL/+XK6taYlFbAFBzhpxksKskGVXbC2ZDURZU8ZdjyF99yKZ/uanR3kekNForOu/ZbJaLGVoidkYOJG8433RPv9pnVOfA4kz9NhaoLpsrskIuC2tdhlLJTV/Or7H8sok/1htY/2TlXpGOC7ZIJGG/DWH5pWNZFhQN+QVMy9eWrydTQCuMorEx8qiRxMNojdMWpRXG6uVTSaKhhZNwbZwzIicpRaNKIV+MJ7Xls8v8WtGti5RXLdjqOcng4l5Zj/Upl0nGOrLPHjdlFdo1xtEqlIWaJFnSlDXZNVaue4yRnBZUsaIU5BSZphOn0wP39+9RGoyBznloVLCzvs0PhfMe77ZopUmmYExcg0cBJTQ5Z5KKKByKijEe77eIolBBqagKOWUKmVoqOYu8wGiL0VYWZ1WwpsPZQt9t6XvPzfUt2mhSDk3C97xDmILCU/h8/e06b+S57f5sO9syP0pKlBSJ88Q8nhiHgdPDHdM08vBwd5FoaJzvsd4D4LteAm/vcQphVVfmcZkqbQ7+e8kGP/nZReLxs0RkYV5YPvvzjmXt/Ldu/Z9JzhAAq+s6vPc45+CkmENYN9mfJgTL8wWZ3JBKIqREjJEYI/zCe/x753yZZND2AKU1piUzOrX1EUDlNR5bWFZ5od/0tj87jscjD/f3PDzcM44jOcaWVlRSLG0vXBBTkYmmGIlhptZMjIFhHLGHA1f7PSnM3L3/wMOHD6Ruw7YoemMIpxO6FlxvISYOd3ccD0cePt5RcsF7j1aaPI2y3qaEKoUSZ1SMpOHE/GgpKWO6ntPDHQ8f3xNKk5KW3Pa4ZY4tMl65ltoYrPfrddWqkLX+zdftl47LGOXpz//Nv2BdZxessu2JF/nFxR6j1ucoCrk0DWhN8lgKOc3Mwwfm4Y7x8XtCOBLCQC6RGCzWaAqWUjXDMDCNM7G/IfU3hHFmOs2k4ZF4+ohWFa0KpUDIlWQsc9+D1miv0CpjS+ZlR9ub2ryvbV7//Gos+13b63OmFPla7p9SRNVgGoghMUWm5ESYZ5Fklyy4rnZtvWx7Tl1iI5oCpI1zraJWUAIWL/u7qGf0uqf+FF54cv5qiQl/cs++YI8V0EYSDRpW7UoD3ttnyjkTYxImslS0MU0l0vZfpdEYagWdz+BPpUls10Sjrp+hNqYnJQW1NvVIU0ro2mJKjTUWaw3WaowWaWxWiyJFdjGlF2Y7y96cEjEm5jlgjKJWS7byHlppDBI/Wa1/cS3/peM3JRoSMFwE//Ak0bj8+ZOkuP1c1XaBzXKpz5QS1KaDbVKqKpKnS9j3p0jvmfJZ5FKcF37UkiZASkJbTicYB8p4opyO1HGA0xFlHabfwO0r+Ju/pbqObK2EfUUmU6qF9IJFsMW/yM1UhGjQ8midw1vNfttxs9+x8Z4YI9NwZDjK5DWqkmslIdIg2wJsq8FQ0GVBNIp8+oagC1pQUVWYC6NNS+plUciLfC1Fcrs+ixRNgmehUbTSaKvPaEHOXK5tC3Uuv6stGGi1DC9cBHtVsC0IdUayeec0Rmu805KxN+Ziqd2wepF9KUE+lHxppbHayNxZzq8tcLrKxqizBI0xFlIu2CkQc6HOAV3O0rtlQaY96qrILUC/nClC9lRhUVT70roFUUUW0TZJFuBFr5n188ft490jm1uPsYqRkagCZY7UpMiTnLO3O4zy+M5xc3PFOB745vAv5HTir3/5bxyHBx6OHxjnE8fhbg2v97sdX3z6Obv9NcYqfNez27/CGMd4VNSaOR4DMSY6v0Nrh7UCHuSSKSHgTI/RinlKKGb63gtS4jzeO2KYiSHQ9z01b+n6DZuuwxgrAUtVWGXR3RbvHV3vubn9hJIT7z/8yDT+OrTll46cI6XM53Xt4ncrtlSk3iuFQEqJ8TQwj6PUGZRCnifiOBCmken4yDRNHA6PhBQ5ThOKtslog3MObQyHuw9Y57j/+Arf9Vy/foPrOja7HcY6tLUCwFwmGrCyE09ZDtZA/TLR+Dmjcabxc47kEinlZYzGrzkuN6kvv/ySv/mbv2G/37Pf7/nnf/0X/u+//3thNsbxCciglGKz2fLVH75it93x6WefMIfIv379F06nI99+8w2x/PZEaQ1W2nkZbTDG0nU9u/2OEAJwIsVIjlL79tOywTNI87zjm79+TZjn82sickZjNN5ZjNaEENfau1wzJQtIUFuyO44jqWTG44H5eCSNI9uquFKaW22ww8T3/+0fyapyTDMxJY6nEyEEjncfCTExR0nsndZYrfns6pqt83x+fUWnFbcauuHI6fGBMRWmwxE1DXjf4buOFGcGDVnJfDNGYa3H+Y7Nbi+ocosolVLUUnFuQ06Jj/zwrLFTuragaf0JP//Xv/nXLMmlhBuX17EtyksC2lgT8kyKA8cPfybHkTI/SDAdZ2Kc+fjuX5mnAzk+UnIgIfp4Owgqn4vEOOMYCFPkZN7ijBe9flH4HLjyI1ZVOl3JBVJRBBIHCrkqUtQYXbE8HxgAkTsaY+UeK/JYMai6AERw7oYgNV1pHpjHA/PwSJgGcpNbGq1x1mJNRqsIeSINHynjiEsndEqQhZ1T1aAAP8czQInCFNNAJ1AF+pSwteBVphiRyDoHey+1A7YBWaWs1ZjQBMm1Sak1i/Rbtb1YU9XLxm2eg7BTVYJ41WTw2em13qxkC3VZs6uA2uj2u/YBVSbnRExS11GbSgMlqpEQIjL3YCknAEXJMrNLlrjPGIcxipIyOWWUc5iq2LqOzjtKiJQaiXMQ5ldpkTKWRMpSl5uyJBoKQ8mVMBdSiCJf1oZtt0VrSVx+7fEsRuMpMvBTTWplYeB++rxzEtA090uioJfJ0YLi0hCFon6GFJ/f53w++uKczoiPWiUpKkeIM2ocUMdH6vER9XiHGo7Uh3u061DbvQTn6fcUbUDAxQsknxfRuk2M1f7dkqa6oDmtiNUaOicFydYovDMYoxqiIQv2kjzJz0RWJGugFJSrtiia5VosyGWjB5eAXS0Vk3oJmJouqxWHL0jT8tmVpt3IiyZcUN/Lzfn8uwv4B1bd7XMPqyteyzl72+jJJsPpnMYaJZpNLYuc1i3RMMJg2Bbg25Zo6CYTU8augRgV1CI/S/I5tCqYXAm5gsrYJAmTXswLFOtmWddkWK3gV2UZx/PS9+QequdRumTtLp//kkxjmgJTnLFoEomsMjEXcpTi80KFzuEa9eycJYyB6TTw7m1mnh4IaWCKR0KamONJCtJKpZbAzX6LMYppOgGK/V5DNYQ5U0ohzJmUC0b7VowmIyPBWIE2F4VNSThnMQbRMGtDVkL/WmNxzuGsxWj52QpVKI3RCmtEq+tdR0SRc5O3PPOoVWQBy8LyFBmTB0HyhG5OMTCPA6fTaWVL0zgQhxNhPDEcH5mnmePpSMiJITQmw3q5r3JCKUWcFdZaUI3Z6Dw5i+wMity32rAynEtCsQZGvyyd+iVGY63RWNjOWuVz17zKIJ5z/Hztb2N6MYrLuSzrzH6/57PPPuP6+pqbmxs+3N3hvSfltCZ2sqzIPeWs5Wq35+r6ik8/+ZRpnvnwcAeIbCDGuL6r/P+pBO58j9YVxT2f/7KPNWmrNjjrKLlglCa3+Xfx8uv4vfQ4PDw0acmyjwp7Y62h872YglRFUomcyrmQP2eKUmQlOuw5BgzQG4uKid4Y+dIGnTPD/T1zTrw93FGqoKwpZ+ZxJMTIcZwopeC0wRnDre/otabfbNl7R6cKNifyMDJPM3kOqJJlbVRnUG0ZnPPnsHjfgVICbF3sH0oZkjIvGL2LdVNdfn8JFlwsuj9NP+pPV9vLRbmyxDby40KtkZJG5uE9aT5Sxg/kFBnDSIyB4+P3hHmAMlFrIisoqpKTjE8u8hXmSAyJrCYSGq0MWlm8KjiTcargVaUokZkrVZlRJJo2n4bdvuBYah2VRgwa6nn+L/vWOiZtnEqOpHkkxbDWnlGXOavRWpQC1EJJMzXPqJLQJVFylJeKRkY4J9l/12sijPuiStMlYSQopCIJsNO6yaPV2dihgXXLdV8UHHX9DGeQ+xdmwG8+UiqtjkQkgqqISY7SdQUdatEXwEEFNNRzzCSJRiG3+mVBPdu8Va3GM8tapavEDpnlvmF9Lag4K59vkbrXVqBitcEZi1UGgxLWLWaqKlKrmSMxB9nPcm7y98ag59okgolqILv2uzU6/vePZyQal9rHehHgt6DZnJOHy+C/roN8XtR1Q4Mv5HXUqtCtAj+3bK22gr7Vweon77l+3+g1SpaBHA7UeUR9eAf3H7Ef3qE/vMce7uDhPXU4UQ730G9gf4v6499ib68oVzfUTzVFW4QARNiWF6AGt9d7rBZ6KsSp6RsldVHVIP8JLaidxlvLbmPYbzUlV0qOVC31AarBaCIDaiNXloLrgjGavuskIFOmLYy+MRotE25OGDEWclHEKJq9XAsVKdKVTyvuBcZIoaqIWRrFlovQc1av7IXMu6Vux1wEQM8/vrjxbDsrekErtGPnncgnnLAWVhdM25gXhuvsfLYYBrTksypB1LSiiYik9iXJh1YaVFV4q7AVquskYPYTMSfMFESvnUVTnNvfa5SwI0hgY7SWRVtJodZSQHiRgsmCjtSgLMuopOIsa/qzj8PjxPsP99hOgYpUU5hyJYbKMI6klIl7Te8LJS0BYkSpmZILKUxYW7m5Auf3+M0r5jlyOJ3oOod1I3OM/PWvA8Zs+OHHd1jb0/evMcbinG+SwD2oTIwjpWaUNmhluLre0ndbYgyENBMPR0nItUdrtzJQRlWudntxylBn2ZxShVKizE9lSbFwPMomP44z0/QSRmMml3BmSi+P9oNFm22MMLD91qH1hhhmUmybQpVCf1UWV7OOKWpyKwZUSrTJOcniXWIlawNK4/wkbOemR2mF7zu2VIxz62ZaF3biF5ILqih6z0XgCxBQ1o1x3ZAWRqNESg7U8vyx+3VHW8OarO7Nm9f88auvuLm54ebmhu9/+IFN3xFioJQsoYFeLBIq1hiudjteXd/wxWefCZuqFR/v7nj/7h1KaeZpajJB1phxxaE4Jxk/v8BybrlkaqwMpxMpBlLOhCCbsT6/yBo/qJ8Fqr/9+OYvf5IaplLYbfcoLUmVMYbPP/2U7XbLNAzEEPjhhx+4u79ryOjiepdbcbXm5voV/4//8LeYmLDTRKcMN07qInLOjOPEw7v3xJJRRpNK4f74SEyZqTHhtjHA9w/3pGnkU6+xTnPtLTujKfMEqjIrqcd4OB15vL/nGKNI3yq4TuRwftOhjSWkhHGOfrt9kmiklEjp+UyahFhlTSJpQMQZ4FyuVT0zF7S9IEdqSZQ8k9MoxbLaIRGfgZqpZQYqVRVSnDgefiQMd9x997+T5iNpuiPnyBjEQGOOgzCDKUOpEizWSjZazDfa/tB7zcZ7iTer7FG6NAkvioBibmBhyYJsb0who9HKYjA45Z49bnAJgKm2Z4HCotCtflOvYFguBUoiDgemh3fE04EUIiUJY9N5z5vXt2gyRiWoiZonMpaQNGGuHA8ztQrTBaKCaFfsyXkt69wK8pYWC2bQtrCZEn2o5KqwVlOLWiXOv/w5l1lw+ZznpxspXsjVlaxROcvP5nkmpQKNwdBNESSuYYWaIqVEGWO0qO8KOGfZ+G2rI9WEmMlRNQmWSKmMKTJWrV55Me9IVsDfFBI1F4iJ2Rj2ncc6x9Y6TL8ljIFTSsRSCUWSt6pa/W+ugMitxDVN3rOWQiIxDBNGa0rxpPDraoN+c6Ihj+tPfvb7c4B3kRhAuxiXyccimzq/3rIJ1CWTajfa8qj1ObHhvM6f32PJeHOEnCnjiXw6oD6+Q797S337A+rtj6jDR/TDO8p4guM9td9Rrg+w6VCPHyU7vv0EbD1HfPIGv2W4nhx912GUuEuk1Ap82gVUVViK9Usv7IPCWUWmkGpBq4JSZR11rSpGS+CwvBa1oLTBNUsyY/TTRaQNYM6tWLsqdPvTJbkuy85Z5DMrXVt9gxQg1boESutFate9yepayfaZAXnZ9rvfWPa9xRi1ygc677HG4G2rw1AFrS7QyQvm4JzYNoSkIMXcq7WskpoMtUBx8qWNEVcjpTG5kGtBJ0PKhZRFHrRS7IomDYQF9lJNP2pahFOXIeV856jL7y9e46eMx3OOGArTFLBV4Xt50VQLKVdCyMQY6X3CqIQqi41zQeuCUqJzt8bQdYbN1nN1c8UwCjpnrELpSEqB4XRCKc/pVLB2w9UVONdzfX2Lc5Z+06F0IedAzXV1TOu8pe89Oc/NTlmQFK1mFJKoeOswTqRFSumVvTwDGUt0J9c2RqF9U8oteH/eIah+usC+2gVqb7m+b0OejUFYh+qAJAuZk+hLZUVNRoKg7EHDmOK5SFHeEKjULExDCgFqJUwjKIjzLI4wfUIbvbw1q1SKc0LxU2ZjcZJb3aUWq+Wy2FVeJCAlrazGs8fu30G6Ln8vjIFmu9lwc3PNzc0119fXbLcbKQ5fZCpr0i3/X2ra+q7jarujAK/nV9Ra6boe50bm+RxcqstLR10NRJagtD5Z21sgUgs5y/jkJFIiKfxc8xb5DPXizNQ5kXnO8XB/h9bCMHbbXqzNWzK2v77h+uqK0XeEaeLj3V0D/tR6nSnryNL3Pa9fv8HGiB1GbIE+V3IpjPNMiZFpGAg5gdHkUpiniVgKcR0FTdWFcZowpVBSQteK15qNNXRa0VHpFHRaQ1peUxBapbWYGlgjNrZKyzoKOC/3dGVh3H8hqf8NhywHF45jChaW+edbeF2fJECogBY5jaTwiNYe7AYwoC2URMmTJBxEUhgYj++Yh48Mhx9J84E0P5BzYowicy5K5OAqA7lSEtSiUE5ktMrKPmWNERlKAVUqqogFu1G0wFkR2merpUgRdRUrWItBV3l8yXHJWKy1sa129TJuWIavFmEp0jSQY2i1GsKuGaul1hSxmi05kGuiKk2uipAUpzGLImLBJ5d9r53DpbtbRcA/FOjVjrWgCsyxEJOsc6ub53Ke6nwzPplXF3HLkw/1jENAYFlrlZFEcZHbxyiJgW51v9oolDLNQUqk5iknVCsR0EqvTlDeWHFdNYZaIloZiqqUC4YX2vvV2iTwy/VTUny+JBFaU1KWWEYblHNYJTFPSZmUc3PXOZ/7wuTWFncvoBSlEEuiGI2N5lerBn5zoqFNky00oyix7jpTV2cL2PPfnfXCFwN0OYvkB9SlU4FWqDbwT46l18Biv8SyWciFTsNADjMPP3zH9PDA8P3XhLt33H78wPXjPfuHe/qHB3QYMNORkCMhBsaUeIwzxim6//L/xbz+HD8l2F/DF39ANc/h39Bw82fH9X7HfttRSuL9h8w0DRyPYiOZk6UmxTQcOTlNqZFSM/PwQM0jGt2sV5EJ0m5Ja0TuUgrEEKWYJwUKmhQkSHSma/ITc0bTK2idZeLqjKoZ42RTKVVTqmq0biUXJb7Mui18SlFg7TvBRTK5SJK0EiZjsTFeXKiee/zuVSeMhpLPLDIz3YrJWrK6RCLL+Kwa4IVFaI/Lgq40VUvScAyJEBPHU0ChcbYTRybvJCg2GVUqG2PoSsFYS0qZYZikcKoUcq1gDVktblR6tWeuqNUtLJfGPuWlX4DcALmWdZNUCky7Q+oLktu/++w/cft6h7aKrIJQuuae2QT2rz9FK43THUYZHg53nB6PvLnec/PFp7y62XF7u2MYThyOB6zxlOwFJcmeOSSOh5EQIg+PJ2rVaPMBazxXV2/Zbvf8x//wn7H7Pbv+Dd5bemtJOTIMQbSpNaFI7LYbttuN6GsL4sIyTcRwJIZC3fQ4u8OaDmM7jHE456lAv/GgDMb0WGvY9D2dFx/w3u+fPXalBHKr0XhCs18mgGusInIR5zXGOnynKLmDvIV0K7KAFERSlaRo+TRNpFwIsyRYcYqNRRImwbpOCmY3G7R1GApkscpc9k8xqXjKZPz0e2EyLgq960VtRl2ef5ZXliIoW32h69Ry/DThqFSqXliUite2bcAXY1qR9V2qJxHeUa+mGdZqvDVsvWPnHRsjm/fWWgYrhbZa0AdJ7Ns1VC05VOuZNDR1BSNa4kVDI5DANOcWaC0beT0nKOdX48njc488T1Tr0M7z2edfsNvthHdRmteffMZ2s0VrizWO7e6K3W7AWIexRorhU6LvelzX8erNJ7z57DPGuzvu3r+nToF6HORaKzhOI2OYiSVTq5YEV4lieRmBZXWfYsBQxYEv56aX1/RUegWf7vdcO095rziEmWK01MlojbIW6yymc/KK2uA7Q7d11FoJ8yzrnCnwIsmeXns3LbtkyXFNoKGglSQ3JY+UHIhpIqfANB2YxiPD6T2Hww9iMuE3WK3x2lBzokwDtWZyDcQ08/D4kRBGjh9/pOSIVnLuqdVeBJLsf2OmpoLDYVCkVCgGjK1ooyit7rDTgk2YVDCpUFBEpQnKcFJN5psFybZFPBejtihlJFh9wVHXuIIzUNYs68/fy32SS6FkMbooObZCcFawxDmHc9cXMttEydcM9ZGTHjlUzffDA7ksrm0/g3Iu1o22+rZ9UGJCTRlEW+E+SWyGTMxgjSGtcqLz6y0AgBL/VnIKMjea9PUl2e04BkIKKFXZ7T3GiGw3lyzxTy2tdiWRa2rga25tFvK6BlPBGalB7Yxl77eUWggxYnLFWxHfB7NY9TYwq4osa7ltSmstsFzHmAs5yT0Wp4FOK3abjmm/J+XK/TASxqn1ZsvEFAlhbte6og1432TrnvW9tFJIU4Ffl+A+s0ZDLX1U0EadC2zWnfh8PNXryyaotEwj/dPnNTh3QYVXerrtPhKcVGn4Uut6c9WGyqX5RBpHDu9+4PDuR45/+Remd9+jDw90pwPbYUCfTpgcMFksECOFMSfu0oz56Nh+/Wf8OKNff4FOGfXJ543iNKtN7nOOvvdcX+3EhvFwR06tmU9OEoCUTAoT82TJOZBLJIUJShLNppFb7qxOF7mSs5qcGxVbK6lECWyTorBYpwkjcZn9Vb24ODQao13QRciTcqUURYhyI5jm9lBabUhtcqrziLR50dwOxG0irXUbLzmut46tNy3Llnlo9RnVVpxZrxYeyMKpm1/VAocswYJa5rLI0uZUmELmMAWUMnR4HOCUFEIagbyaTV9tVGUmxyQLWdNUVyOffXlv2nssXFXKBZ3LSqHXVkskc3kdxicsx0vK6D+7+pzr7RXKwJxmIpGTLlQzstteibtPVtRcecgPhDnSdZ7Xb2745M0tb97c8v7de8ZxRuEo2VCypmRNCnAaItM883B/aAXGYKwnzIF5f0P88m8oucNbR+87VC2kHJlHsVBduGLnuhYgaKiaFCMzVe6DPOMd5OoxuEY/m1XvbZ1stMZ4rJVC8lod+11ZC+Wec5Qq56jV2cnkkmVaELjlEFZDgBicl3uGTu69WrFkQSmrWJJOIZBiYhhnUkyMx5GcEnOzszbGg1JkbcVdpq3wJSey+DWf3fCeyKWefl9ZmkWeLavPNRkXwM3ydzWzuqi86DiHCpc66araubXH5ba8nPNrpFCXxOBib2hgljGazhq80TilyCAyn5X1kjGiqnMdVf15snEOrpYzXhKN1uh02b+Wuj+l+Tn2funOcxHlPOPIKcl65aQp2M3tLSnLO262e7q+b5a3uRVe91jnsM5Rp4lUCs55ttsdu92e3X5PPB4Z55k0DMSHB0ChnWUIMyEnaRZalvSqUhqYVBFrEQWkkglJtaCyoKlYpMeQB1zv2e+ueHc84o0hqIJdLeMN2hq5N5o0xziN84ZSCnNoxa+6ikHKM48ze916JVVJzimJWmZqTWizQWlHiQM5DcTpQAjiqnc63fP48AN3d19jXUfnN3it2VpNjYk8Ds32eibkyOPpRIyJ8SSSKufsGVgCYgOW8pypsbTeMq13UdPv66IgN7WAUWgDphRsKUSlEfNaxayMyHTbPmey7NO5iszyxbcry8y9uBOXBF39NLZrQfLiNtUk4MusXyxnc12W+IIqPfhK0B1jDTxESKkZxlyi0uuZXII76nxmbS9PUfpiHKfCHMWR65LRWP7253dibeed1rn8kiOGRK61qW06tDbyuohRSFmBHVl3tV5k62dJ+bJuG1VRRmGVobNOQMw8o4q0PyimAfq5kEUT27ARtX5Q8VFq0bVqUqhayDFSYsRtOjbese06dn1iiBk9R1KW+pAUEzFEFtDFeoXz4i5pjJH9Y6lTR//qBPc3uk6pM4OhKhfxFEsScSZuLy54g2mXoFAp0aTbFXCuDSkXDEW1Cv1aZnFxGB6oMcDxQI2JOkyUnBlCJpXKnBM5Z8LjI2kaefjurwwPd6S3fyXfv4d5woQZkyKGyKQKk1J8lwv/EhN3tfBtzWwKfGo7rqeZv/3kd/Q5cvs3X2FsxXpDegE7OYwzn3/6BqMVu90GrTI5bAhOs+0dnTfi1DFU0YvWDCXRmXNG76wCZ0TRtyR9WlComi2xFubUmq+lABhqtNRGiy+SItkYG93XdOarTezS2wOhflXJ6JLbFZXNv7QGdLnRlWtx9dIxe/VkDo2Ge/64AThN68590XtEy+RfX7wlEUsjvCpVbWuQf/7sBdWkIrkk5mnm/u7AHDPHMUkCNRWsteSi8M5xvdu0eS/Wha7TGJspKFxKUhRZCwEp0irt/l+S8sXP22hNMYVaNNUYUi3EJdFMQpmbKvFR1wKaQuK56cbfffl3dLstGRinmZAS6nbPtBnZbfc454jzRIqBD/odOWTGYebxcGQO0iH67dsPfPft24aiekIMnIYT3lv2Vxt0QwkrmZgStSTCFDiVA//0D3/PdrtjPB3Z7XZcX+8xRhPnSEqJ02EQedcciSnjrMdaJ52/dztq8Uh33crheGTTK7TeUqpCaUtMiRAD1nj63qC1ULmlZMYxMr6wRqPkcO7+q85r2gX2J0e9/GddA1RJvIXxMGQ0EVNHFAnUTDYV6wtZVzo0OVtmvwEU1ngqilNIwi6mmZwjaIWOFtNZVOtDxGVi8dNEoyUW5+/PjMb5+QuAI4yGOG69gNFYEaRlNziH5qoxfiXXdbOSNplyr+YKqQLGYjdbbAyYvl+ZmapBW411Bt9Zkasp8fL/ePeODx8/cBoOzPNAJYvVo5FEY6nPUksU3QIpsV6WmjKlIeWZnHNjhA1GW6yxpCQMlMgelpnQLLLrZYj2/ERj03u6zRbrO8bxRKUSmwve/cNDq1mSIXZdx+tPPlknY1WQKdzc3vLpZ5+x2+8ZxpGHw4EfP7ynzhEd5lbbZoS90IK+pzYk1S7SjVabmFoS2j7VmjyWQsmlyXbOCWBnNJ3RRKPpFrDHCsswjANd33Nzs8d1HttpYkjMcaSU0oCr5wd+cfyASgdKTsT5kZJmDsf3xDStwEbf7bDGMU/3jTE9EePINI3M88Q0HQnDI0VpqtFSM6eKaI2DjFLVLdqKkZoqc5TeUzpWAUjtEvAqqZ/oLNpDZ5woI8jkWogxEKeAckYsxp0hoUlFag3mahiKJaIZlZEgkoVhbaBgkXlr3W8K5X52LDn1GRi+NDxosULbQ+sC9tLmRVsjjbV4xJb68fHEOM/cHwYBYbTm4fHEME7MMUIrPF+0U0/vmLMxv261IYsiZjkrqausEq9cNImWep/WiT1nFuZWa42x4riZWl8sPUudyEtcMYtOGANoKESRuedArZmqxLmutiYoqrl3mVZXK8yQnKMsR20sSqWmTImJNAdijsxpkoSmJSv9xlGLasYrkHJ9Ij9bQBPJ9gSkLynjnWe327GdC9tU8VNAMTTwZqnFXWKWjNFW6jGtoestFE2JzUVrMXX5Fcdvmp3a6BVFXhIHLpKMSxRrQbiXx/VvaPovlkSjtsCwsvgyqaqoWTSTNU7E00fKNKI+fIA5UB+O5Jg4jpE5ZU4xSqHe4yN5mjh9+JFweoS7H1DHO8gZk5No+FUlonhU8GOt/EMsfCyJr9PMVVUczVs+1ZZX9+8pm46bNKOrw6qK08/fQEJIciM6Q9931BLZ9B1GVzpvcVZTciTMuSEwGVUyTi8a3LoipotV64K/qarIxpCTauhCpeaW2ZYEaMlCl8zw8miTcwGflsRRGVrH6EzVmapap+D1XZfNR10gCWoNXBZPZlmgnj1swOImdWZM1oJvvSxSizSqdSdXS+f1c6IB7UZW0ohKNRYpxsjpOAqrEauYA6vSUMKeroojjtRrZJSqwhGZQlZgckblRCpS8Jdq0+c2S2BgRTW0VmsXz6oNKmdyQ3PlH3JfGMBiqFRxiHjm8dnrLzC2J+aCK5GgEmmnCH5mt93inGU0B8I8YpWlpMo8R4Zx4jQM1FJ4++Md3377HoVBK0fKkRAmrq937Pd7FAaFuCCVVEELejJl+P67b+i6DZ13XF1dY/SX9H1PjiK/mKaZmAr3DweGcWKz2eKd5/Wb1+x2W0RA5hiHgXE8oVVH32WUMuLQUcTzW2u71iKVhQKOiRieHywL6hXXRPbS5vaJlGo5lvxiQcxrpSzsFov8J6I5JxpGS9fVrGQUczFYI7pYZ3uJZUohJEniClBnhc5WJJGNtl6Ti19IOGBJNBqDUS8f65MvKfyTGo0X29tedlhtA7QU4MJiPNlMGlgCGBnDXCtog/Ee4z3ae+k5kqLYSBu9JhvGyiuVHDkcH3k8PjKHkZhmWRsFb1ilT09aNTWGQhuRlmortTZE0UE7p+k7jzUO7zrmKYhlpFrG92JGtGTu507+v+3ovKPvO4xzhDBTaiUkQRvnWXrDXO/3bLoO6yx7d9VkGpmQEi5Ftrstr169ous65hA4jSP3hwM6ZboCDtl7i0IMMYog8EUBykiPIScdiVNNLaBov1+Gr0pApKqsV6atyV4rcQRq/y7GUK2AAvM44zpHt/E47zBOEXOVZm+lCNPwAmg+hUeIWqRQxx+J4cSH+2+Y5tMaEG37Hd51TMNHwnwkxoEUR2JbM1LK5JBYWDdKwtQgpH+zbcc1F6EMNUNMBcnHpJeCxaK1wi9j4hxG6eaap2XdL5k0BdKcsVRQhqI1WUuyHatmzoZTMqQq8qllvsLS26sF+BiseVkx+Lqz10uQeAlZL1PMlmgsMszlN0pqGp02DHPgNE48Hk+8fX/H0lX6eBqZQ2i6ft1YxDNYeF4u2j/WPZxzMt3+LyBce18tDXgvj8tzXP5KmjmKEUKpNGe6xe77eYcwcZL5FyVQeS7Svd1osSJfhJuXtS5KIW0XqtRE1LoUd8tA1JYY5JikrjcGCouCSNM1Q5Ac61NGqZzHiIXVW0GkijGOruvpuoD3EWttqw1ZlEmttrrIOqw0WCuATuc9VE1RlpIhhfyTNf7fPn5TouGtxrUmcqtlal2auzR0SpoRYITRa4geCxN3ZjQqqzRqyYl0hZozJY6E4cjdd39hfrzj7p/+LxhP7B4fUTGRJkFAv55mjinzYZyYsmR/JWV0mFAp8HkYuU2Zfc3cUvGlEmvlXa38U6l8rQ3f7ncEo+isBWc59B3d9YbDlcXuFNZOmAp1OFJPx98yXE+Ow+nI8Xig7xxGQ+ct+21H8ordbttoV5AsVBYwjaNoJUFTzuiFVlagjGqNzMSOLMZATgmjBP3vrNi+qpLWa1SV1E9cLirtVl9RkjNlKSyHb4kN2lKNQZuKMpWQKgQJoCiJRaJUSiW12gxWG8jn38iAuBqVfgAAAQAASURBVF5oQdpUa/q2OGGc57m+eFTtsT1XLZ5OQLMKJrVmabXQO9kENltPKpUhSBfPh8dHvPPSAdt7dt6vixUotHUUraVZWCkMjTUo7aZeuh2vaPg5OlmX8oX9yI3J+Pmq+vyw5b/8b/8V12/IpXI8zcSYOZwOxBS52vc4bzF6QhGI8YC1mRgnjgeRcOScODwemcaAVk4K0hqaKwXFia43/G77KeM48f1376hZEYOM9zQ/YvQJpQzb7YbHx0e6rpNGZDljuz1KO8b5REiR65st223PFD9jmF5ze/OK2+tXlGIpxeLcRgKeZiGYsnh/E+B4OlCr1CrlnJmmidNwevbYLf0kLiUDS1Hpz5iNdh8tCv+zvLG24j55dimaEjQxVMaTsH0lL0i+o6JIVSLjkkrTODeJQhY9b50LOWmUyeiy1EipFVVfNv9y8e+f2dteMBpULmo1Crm2PhovqdFQLaJXnOd7SzIWFtJYaQi367f0vhc3opw5jhMBRTaK609ek0zlYT4R55k8ZFwnpgTXN1dc316z2W6Y88xpPvHh4QP3h49UldFGWNmqFNab5vsua0gO0ntiaaBlncU7x3bX0W8cMU2kNEoD1a5HNS3y0QwM49yisbaeLMWml2jKCzKNV5++ZrPboa2h34pL01aJT3+YEzkXOucxxjCNY0tGJMmxFvb7npIDH979yLzbUOM14zgI4q3EXx9v8dsNKjtuEIekgKDDrpeu1ZurPaD4+O6OMM+4OQpz4bw0tjWOsqzLWtxpyBFHZWsNkcqAFAarvsNGsdXsux7bkH2Rjja5aa1tzXl+ovH2L/9vbNPEz+MjOQUO04GY41qvFwexyM5ppqYze5djoqYIuaBSxmlFZ+VOj7k1oYsSeDkFqcAcIbZO8ApW9qzvHM5ZXl/d0rlO2GPrWO7UMM/kFDk+PjCOJ6nTzJmQLWOxpCqsRi6aWPUFiyHDLLWJYvl9dXVF13dcXz+/Hk2ORSGhReUg+IgcC6OxWMhWCW6X+ktB45dgWtQb33z/no93D3z9zQ8oLT1gYsocTyMpJhbzGHWx1V1KtOr5tM5PaGSLgvXvpdeNXhkNOd1KTJlhmpv6Qa0W97kIwIXShNR+9gLTkG5j6XqLUmIUUWIiN0fPBcCVvV+ta7VSsqKIjXslxkCKWYx7VW2WvgprLNt+g82WQJbL4XRL3Cw5V051lvYBVf7GGImLtDovv6oUvHM43zHHxP3xxMf7B97fPTAME1RW4w0Bs0UGpnTFOY33Ukt1Og4iP80eVTUae5GU/veP35xomCUrXCjVVqG+zADN0iJeko0nKDkXiGBLSWs9ewGr2ibvPBKO99z99Z8Z3v3I2//1/wPHA2/GEVMyc4K5FP46TdynxHengVNMNA8n9s0z/FZLf4Utlaumi0y58rHCn2rle2d520vhXL/foTScNGz2HcPWstsotA7YmknTiXo6/JbhenIM48gwDtTqUUrck+rGU5Jit5VOwLkhHUtnXo0Vp4ZUqCWes/NVHiRoZW59CErOq/2nN6o5WaQmI5JEYOlNssS8aglmL7LtleVAZAoORdUWjBVHLCNwTkqLhVNmLays58Z9i7XgSymNNblQTd6gNEpbnlb5nLPZhc1gSUi0WelU1VgtBZScUbXgrQZtMf2WmAq5jISYeDwNzDZyfRUoRbPxG4w2khGTUaoImzRDrIUpBKZpbgjFQiuKheeZ/221Re2GEAp4Nfg6H2X5TM8//v6f/pFus6VWOB4nWXzHmZwLV1eerjPs9xnvMzGdMLaIfO/UaP0YGYaRMKeGeiwSHNl4UQnf9dzcXHM8DPzw3UfRJCdNzpXHh6MEEDnhO884jnjv10QDswVlSXWmkHg97bi67ilVmgb1/Q7rtviiqVmjtV2TuCX4zi2xU+OJkivTNK2dWOdpePbYlSKFjpeFdfLwS0mG/GPRuFulGxPV7CEBYRUVJWnmGQ6H2Bo/KlDmjMwY3QIwuYdykYLCmpeGVmLCnzwY5S6QnIY9LkwFSzfZn/z8ksHgpz8TRqPURH4Jo9F84LlkM5cp31jJzglTsNls6bseZQwxZXIITKVQlGZ/e8OYA91hA6oyTwPWW3b7LburHbvrPZ1zhCK9Cx6ODzwOByoFbZrMQiHGEaY1RVRamL2YIQqyaY3Fd57dfsfV1YaUO2KSJGPTC7NUkgAoSmvxHl0DoGVeiMvEBdD8rOP61Q2b3UaYa2fFPtx1KKUJcxLWEHH/Ow2JOUwy8xQ4a4UxTJGH+w+UuMPWyjxNaCtbfa0VrMFtenQpXKlKKoW5ZpTWbK63eO+5ffMKlCLHzOk4AAO6VJS1kmhoS9UGtEgWVa3UnLAKNtYwloxpkhXtJCnRSuO9JElGN4Sepeg4vzjR+Pj9f8XmQElLB+rChJDFSxAysUxPtTZbrFUa1taUoBR0kX4pHisF2UWYlyFLvXqvarOEryShhWQ9MEUs2L2l7zrevHrDbrPj5uY1znettrQQhxNpntlYzelkORwHjsNEKJaxOFI1JMwZG2MBN9qeUhVWG3rf8frVK3b7LZ+8uX32uMl7iMXqKoFeELwlwF++X9aapSlpljhw7YmGYpojb9/f8eO7O/709Q8oBd7bs8Kl/ad/KktdE42fvvUZJFzPt52ndL82TxxOJT7NzHMU4xhnMEXMY1KS5ne1KgjNXOYFdRreG7qNBwohtH2tZWgC5CxxiV7/vbActmUDOWXZC1qvtAXINNoI0BE1PgZR/bhzb6m0sBXL+1SknlcbnJYZU0xGKbDOYr0npEw6jTwcTtzfPzIlsQ7XxqCdGB4pLfPYOY02YC2kGBnHiVpUa8NgBJz//0eiYVRjDavCWKG0dAuYlmx0ZTJMbfe2WmOsFfVr1H4pTeKTCzUG8ulEGY/E99+SHu7YfPdXzMN9k5hIIcxU4B/HEw8x8q/jxDFlHqeZWApOGYzS7HLGKs22s1wrQ0/BUBhS4Zgy91rzYAyl73j16pa+77m+uiLXTEgTnTWk+ch0MDz++GechjQ8cDw+HyENKfB4eCAGx8aD0QVrJGA2TY4mN5ZCGyl6LUkcHUzKmFzazx1VKWJVxJyZQyInmdzGgO8tzqhWPA2pFCql9ceQ+glqc76o52AEoC7OWqo5GdDEbEosKKVHSit8KoXSCrJilhqOWptFaruhzKLz5WUyjCXRQC0dJxY/ffVkkXpS9K0Wu9bz367CJJXRVuE7UKaC3bdgryPERCmyWE6TOJY8Pj4S5pld16E61xoEGVQWiz3rPB6wNmBMbjr3zDyL975tFpVLIbNuTZmy0pgi1sVLb8q8MCYNpYwv0Cz/05/+xO3tLVobpik9WcRiDFKYVgvowmabAYPVHqs9j4+JYUik2Cw+lyZCSqNwpKC4/zgS94rdBsCw2+0IIZFas7TttkcpJTIJY1aP/NDo8zkmclW4vmIc9P0VNzc9Xa+BJBKscSbF2PzIA3NdHDHkUltnocrnAYXvHLWI1j6+oKgql5mc/RMQBVjn25JurMtsFfciwUwMavXeV5RapTA0JOKcmKbEsV2PXEC1+ai0wbqFgVsaOrF+ycbeUK9JoUtCWyMd7leM4Jw4LPd24YK5WH8v5/zT2o1c0osZjW7X4Zx0PF0Qz0Ve6YwwY73rsFoQ2e1mi7VGguYcwRhyiXSdY7sVTX/whk7D65sbvvrqK3736adsdjtKSvzw4498uLvj3f1HHo9H0dUbjfj0LAMjQIPk782KsgjrlGpkCgU7iM4aElXJ9QkhSlumhGy00NahlqitntYyG7S2T/GP33hYrylESpGC5toki9ponDMUQ7OgFIMRKKsZi9EaYww5SdDedx7nLNfXezrzB+I8MzweZb979Qq0Yl/fEHPi7nigKsXVzZ6u7/jdH36H1prxNLHpjtjrGzyKP/zxK35/c8P1POFjxDiHMvK+2krwsfWeMSe6nEQ/bwwZBUZW7akhzRhFzkkCRXUho3vmEeO0ykRSUY0RkD5HxgmTbWmMdhaUpzYvlFoquoE7RRlqUaRUhbmoiqwMxbU91UivhlSE+e6N2JD2Vztc5/jks0/Y9D2fv3pN57sGjlVcLy6GpyrSoWR6JhUYKAwVQtUk9IX1cgsilYCG1lk2fU/fddze3rDdbvndF5+z3W64uXkho7GwGUqxVJYv9VSXYMbl88/7a9tua8uN9FL3dHaUqotN3i9c3jWPoJ6TdMV6j8mTnjycgdLGbGj109kj665ujNna3G75rErc67RWLXl//pGTrC0pNlfJ9qlLFSBTtSRgGV9JtPUaN+dcpTZRG2lOax3eOjrv2W83DPNI+dik7KYlUkVqO0RKXs/JYC6oCs44rNaoTY9qcfcwz8QYSTnx2Cyoa0syzuojvQ7w4haalSLlSkoIKtpotXohFPn3jt+caNjF17wN1Lko+RzfSQW+epKBLkq/XETDvjySCyoWyjASP74nP34k/uUfKIcH+m+/oZsGts2B4aPWTEii8Xaa+OtpYki5uVHBlXX0rbOoBbZGcW00fa2YWggpcZ8SD87xqCz0Hbe3t+w3G97cXDOnmYcBvNOk6cR8KBx+/AuGTDp+YDg9HyFNKfB4eCQEi73u0U7jjEiZjJYNb3F80tZgtQSdxCj2lrmgrUMZ23o/QMiZMWaxS6VitWLrHN7Cxjf5Ssgy3ixaPdXOJ643xcJfaIMIPy4skGpDHozRjeqTTt0qF7KFUMRJqFY5dxGOOEH+jGsL5Qt2XpCg7aLu4okWjwsGY13YzgmH0pd/C3JnyKboe4tDsd3bVUU/z5GcCk7P3D+eiClzODwyT543tzfiduNFg0ujR531oLTI7EwkhNgs7gIqqqZxdHgvxc5aW6y2os0vCdUK64qCsqgQGqIdXpBo/Otf/sTn42c458lJFvu+6zFGE4KwO6UCurLZZrw1aO3QdJyGUXzAUyHntkfUVvxvDDHC/ceJkg2fvAGqYbvbYmzg8f4EqrLdbtrzBZldanYk0Ug8HiIhFq5fOzbG0veam9u+Ff5nUgpMgzQvK7lKB+4kXWhTjvR9z+3tLaVUpjFgjGG73TZEPzPPz593Jce1YV+bheuDgjOzsTrfcQ5Cl7ct0mslLxLHkJjmzDhnTpPYH6YizJ91BmMqHe5cRtXW9IWNKEVc5UqtFFvRxWA6h6mNMVPLOnveJFaF9YWMapVYXbAfTxON9MJEo6frexRqvea6yRu87bDa0pkOZyy31zfsdjuMk0QjKyUdrkui6z3bbc/19Y7UWbbW8NmbN/zxD3/g9e0rttsth+ORHz984N3H97y/v2MYx5ZInJHTZR8qrV+R9AYSbEErSE06w5CJecZYsE4R5oiqSlzistTZsexratlj6zo3lBYA7iX9lqyXJKs2ww1VBdgxGpQTCVXOlZwrXe/RRmGtEWS2nceSaHSdxznDtr/ik9evGE8DH8w7uq5nf3srzSD7jjlGytu3VCrXr6SHyR++/BJjDB/f3+GtZ4umM5Yv//AHvry5gfdv4XDAWNuSCXHo651l5z1DhI4qyONyblbm8jxOjf2T9dNoCbzW5fmZR4izWKuX2qRHVazHqWgrTLatVYxOmiGVyi1uakmoXoCsCjEJQDBXLYCx1TSTKHIV9YGqlc4anNPc3GzZbLd8+fsv2G43vLraY41hOCZSKmw3Hc5ZUszkosmmZ2JmpDJUmiLjcgAqldLiK0PnHa9ur9jv9/z+979jt9vy+y8+Z7vZsN345w8cDTxpLIHs5YjbZn0K1j39o/P+uzhNLkXjxphWo6jaOtYWzibjXrzbGv78k0/ekvfzkvvkWMxV5BQWudDy5FYQzvk5qwvd8lYtwLdOXju/INFQqCbDzKRYntR71NbLYrFwU7rJvRrgeD5/hbUOZ1qiYRzeevbbHV989inH8cQQJmLJRGTenaZpZZLEDbVZDGeZk051eGuxTix3CzCEwOPhwDCOTKEQSxFwuRXmi9pjGb9FmSJjmrN0tJf9qIpDnOVX36+/0d5WKuaXOgtg7adRlxhPnZffpWuhoGvCYCQqsSJOOzmhphn9eKA+PlC//Svq4Q779dek8cT4eE9MkaNVJG2YtaNauNlsyEpzrJouJUyp2Ap/sJ5rrfmqZl7XwlemckMU+0Olyc6QNSgrXQ+11WgL253n9rMbQgyYo7h6lNOJWCLzvcXqik4R9QItX6ESU0SRmSYoSRNVFJvALNZ3xvd47+idwVvDNJ6YKxgrtqhVaWKWxXNOrZNqqRigcxqrKt6C11JADc2tqTbzAWjFnoitrkSZbSI1CUpRYqe5TjgJ8hZgo7bNz5LpdEVbUJ0RKjlDXhxMlCySK+v1gkMWhyWTlURiYTZWtsLYi8Xw3P7wyd8tk7W9glXicgaygZeqUFWz6zcoNFebDXNMHFsn8MPxSEyJV7fXOONkk60GpxQ6O3Z7KfhX2rRgXJiNlHKzM5SFoXMKY7vmICEa59LGNl3QxJXKCxxa+f0f3/D69jVGW06HSM6Vbe/bpqjYbBS3t7DdQZoTORXGU2UeI9M4cTgMxEgrGGuo46LjVAqw5GwYh4gxilevrkSWtd+2z9oLe5ZbkJzEbSpnKV41uuJspXfSE2HrPRvXNUtmqDkS5tM6hikFQmzdeWvFWrPqhFMOVAy5SFGkWtyGnnnkiz4aT3a81nR0kRxKcLRsYqqBKYWMQbp+G2FsUyGGmWmameZAiJKMhih2piZmQX5LXbXHIA4ptcq9XloBfKmFGiu6JlnwsRJYa9bmfEtxd0XWnmUdvmQ0fiqjkrFM0sen/LqOr790aG/RvtWcie+2NG3Tmk23xRmL1w6jDH7rcJ0ll8jpdCDkzJwSc5qZ0oSukdv9htJZkrVc73YYpZjGkX/50595PBz417/+lfvDI2OIxFLWKi3VrkfN7T7XIn3SVmEaEliyavUsEKJYD2vdWFs0prn9UNQ6b6U+6UI+JZmnBBLuZYzGduep2NWCWMCAgqpLv2O1XkdtFLZKkK6Vlket8a0ewBop7NZW4zrPHGZizcTxxPRdlHnmPbkUHsdREvX9jpQyh8ejyMxmaca2u77iqu959eqW25sbwumRNI8rKuytxXtPZx2dtfRUNgqqc+A8SbeaGGSNE0TZsqzmUmNiX5KjUWNGWaThnZKYRLcE26JwBVQ5o88p1YbutOJqpdDG4oxt97Xsrb4h7VWLCYvXUF2lUx6Fwnce33V8+vln7HYbvvrilu2m42q7EbclG5jnxGEceHjMfP/2wONh5sPDI4dhZA6xJRTtg7SY3BgrDU/7jqurK3bbLZ+9+YTdfsfvfvcF203Pp5+8pnMWXtj35nKdO68J5yTj3NqAFePTWmOtQUWxA19ADaW1aP6tFGkrzjHAkpYvJIlZXq+9txg0KTFUaXFj/TfmxHIOT2xt23OtlbpAa6QxrDZNuloUKUn8arQ0P+QFfb7mKeK8l+QsiV3+uka0BoaqyqezzgkTUNX6vJQS3lt8ZzEVijKEEDkejmhg3O+ZxokwB0KKDCmQSmYI0nU8prQCxqI4EjOGrXd03lG0MOBjmMk5cZpnppTIUuWNMU5klUqUDWLLm1gaNUuWKF+KJpUq0msthSwS1F9x/DbXKUQ6JQnHAu21917RNMk4ueiQ2IgLcVMA6XKZCjoG1PGR+vYH6vv38M//iHq4x/31XyhpZsonRgNvd56sLN5VSjS83u1wxnFShlNKbKl0wP9sOz7Xhr/JM69LpM8RVxNeO5IyQnk6KSDxSjYc6xT7fceb378hhkB/b0jTxPDhA2G2jK7irWbrFepXdkH8paNQmcNMyYqTrUSrEOO6gk3SBO56s6fb7tj2nt6JJWCMCe0qpkDM4kAzxcxpTrSGDGgN3hmcrvRW4XTFGclGF4BNWC/pBClFqC2xaGyBTK4isIpeehUsN6HckEapdZGwFHpTxV3EWGKGMVRSVc2TvZKXgqifOEL81uNJwoA5MxpolJJAXbV+A2f25Bz8tdWvJSLyebVWtJB0XeRqEe3h1SZjteG4nxnmmWGO5JS4f3ykmyd2Vzus8mjjpb7LOpGIKEXfb+S9tKaeBkkGFwe11mTSaEH4dTWNtlzcsUS4QUNdK5X0grH74//wOVebN5AN79WBOGf2O4f3mtevLbud5tVrzWYLOWZKKvwYDxwfTwynkceHE0b3WLuRcWapuWoSkerJyXI6BbZbx+e/u8UY3YIkRU4dOcNwmokx8f7De6FuW7IhCz1sO8u+9+y6np3voVhBwPLMPD0SkyQaIc7MYWyokGvNKoswHGmmVkPOjqXPz0sabOY6k4tdN7C1YVt7PMcEikV7u8jScs1kDKUocjWUVMgt0RiHkXmemYM45U3TzLKhayMNJI1ZOqELWlZrJeUl0ZBmhGVOqASYilFlRe/Lqg+WTe4y8fgZg7Hqe8/BRS6JnMPLEo3eonsxQTBt7JxzGG3Ybnd0zmHQGDTdtsN7Ry6B00kCr9M4UpW43XWd5c3NFlKlbBK7fofTmvF04i9/+Yb7x0f+/l//xBQmhiguTa6hrBagsspGa0PWXW/EKAMlxi8JSiqEkNdCTmrBKHHzUYgJ72XTQ/HI5ckeqIzBeIt6ATpwdbMRCWXOjOPUUMVMKe1NluYpFGEBrKDwIlu2WGPwTqQXS+JorMFvOvQ0EkpmHCbu774TEMi0Pi3O0/cdr9+8JobM4/1jYx9mcipcXe15c3PDm09e8+bmhsP9O6bxgHMGa+U9e9ex8Z7eWrZKsVOK4juK91J/k6UfR80JZcSNCZAav1rl87wo0Ygs9XcGxKq8lRv4Cq4qaqqUnEmxGZoUubo05yKjLd73q7SbJktbQFSjFZ1uxbwbxFp2u6Pf9Pzhy9+z3/f8hy+v2G0sm86jgM5qTkPk7YePvPt45M/fPvD+XhyYYs5nHAzOATPQd5b91Z6b62u++OJzrnZXfPHpF+z2W7743Wf0nef2ao/RMDzePX/geLILstYXNoZDtT5i6uI/YJXqKfW0j4Y01BUHPdVihvVjydaGaetzd9Hzd0H3AaYovSLm9FOWZ3munLU2YluLaoBB+zTeOa72WymcN4rFOjtnMXtq3cIkjv23MplfcUyngK4yj0vU1ALzGFtDPVkjjFp6/ziZay2xnafIPE/kLJ3wTIWiDfM88xiFmRj2e8Z5ZB5nphh4HI/EnBlTkng6i1JhSeZ8m5/73tN3HUMJxJIZ5onTODK3eMTYDmMt1ndY56lcOg2Wlmg0EC8mSTSUX39dUYSS5Xe/4vhtiUajnOQit4LatknllmyU2pywG+W/oGml4du1ZHRO1OFIfvyI+viR+vVf4O4O/e4HyngipMCpJN4pxbFWvhlmcq30YUKlgq+VG2v4j/stqRa6XPCl8IdceVMyr3JknyOLX0NRmqgNiSxaURo4WTIpBkKYGIcTa5dItVimSWAqCLXF2OdvILUimvQs7EMpmq03GOtw/RbnO66uX7G7usYq8SdPFaYQCc11KreAuVQpdlUUdC2oVvDkdMUaMG0jAsQ7uoKrWm60lFujPlnZKpXmfds2UbFplZ4Zer2QWSWSQrqRW4OS7n2XjcEpTmGKoublpk6AelHAJ8eFJGqFVC60ek++zjv/arm7Mh/tS9s1UT/PBnl5YxTOdxQ0m80E2rAZ52Z/GCm1cBwGMpXdfi/1F7qia6WrFWMsuyTotGpyrhQTKSWs81jnMEZYD1UKK2rU6lDs6iaWGuX8/OR2szNsek/Nhn7To1XGGNkSHu4PHB8ThwfpL1eSFFefjoHxJOyHdx3GdGundGvcOuTWWrqux1pFrYk5FD68vxe3H23lvuECKW7JhfjlCwrb7R3OGl7f7tnvOoiFw90JVSfAUJPAkrlIh9mYZkIYsVZqPmIKPD4eyDkyDEe0NuScVvRtGMdnj93SsG/tv9KguMtAaFUEN/1xbcyGLplYNLpqSjGCXiUxbIhtLGoRzYY1SyID6Lp2MlZtrT3ritv0bfM2pSg9Dpyi6rpqlBfpFEtQjEiG5DMtScVid/vzZEMYz/Qie9t5mlsfGdZrkbMExs5Icrh1XZNiilY6hcCcBuZpJs6zMKWuoWe5kEMiDDNhjBwfBuYQuLs/MEwjIYT2+gaDNNpUKFpXq9ZbB7yzGGfoeyc9MqyVGrMgsoeYxN60VCnaVXVhTjWlSo+H0pgMySlbBYhAq1StyFXq4Z57VDJ93wFi2ZxzIcx1vR5Lo1ZjDEVXShHWRRgNua9yypzmQGkSw9NgOB4PPDw88uH+jjAHTtMIiCTHGMvWebQ29F1H33USENWy1vVTCjVn4jwzT2Obu435RtiTzjk659h6xymCqxntHWa3I6SCda3fUMkYK2tSqYUwTTInSya9RGZbxAq4ArEIKq6aN05JrRYui3y45roy/aUWWcetZ7e/4tXN7VmRoVgbPkoSUzGtr5GqoK3F76/xXcduv2XTiyNPDnA3iPT2z9/ecX+c+PP3H7h/HDgO81o0LDLzcyDeQitA5uvVbsubV6/46ssv2e/2fPr6Ezabnlc3100yJ+qQcXi+Uc0vHpXmMnWuszjnQBfrS221nhe1CWcZ1rlmYmEyjJbE65NrR2cV15sGYDZm33thcu+PkTkVPh4TcyzE3OT2uZKF6gPOUh/dVBggstHSjIWoUk+TiwTlc8iEKFFgRViAkl/QbylVkVQCMTab6VmYUVrxv8QIGu81RnsWQxrnDaVKXWwphRgjY60oY8lOCrDneRIZpHNSezZJTLY0r/ZKwDBrpL+aRfq+xBRBwxhn5pKJuVCUAr3EJUr0JgrpX1PFIbHWhcFCTHSWxoaN+VOVda/R6izX/PeO35Zo6FbsDchqK4VWBYgVspLvV5q+snZFpNG95IiJE/nhA+Xbr+GH7yn/8Pfo4wH/7i2lJIYaeVDwtVPcl8q/HEdSjOyORza18nebnjfe8h+3HVYbzBwwKfP7xyNX08x1mulSYLaWaCxZaZLSROqa9SokmEthZBhPHA6PgpQ2Clw1TTHagnZo34ud5DOPDIyzJD9GQ+csXbfHO0+3u2Gz2fLmsy+4ffWK8fhImEZSrpymuaHiGaUtSovMYAoRoypOFZQz0otDV7xW6JqlnksJslDaFUu5EmdJ+KyGoqTgbZEOVDSFZlVbC9UYloQyVWneZzuP9VY8KloQqJUwLlorUlWQxKVjThGQ4OJFh9I0bJSF0Vgp3eZ8IkxFS0ZAfnaRbJyTDAPaynQsy+deFkfQztCj0TZyHTLOzwxzYJwDd48PlLly9/jIlBLdTmwLl09nrARRxjq2cYexQkvO88w8zWJ367z8XBuULut5LV1jnW4o/XRGn5977G4t+66nJMtwBGsSmhFK5O0PHxiHI4uAtOYIJTdLXkeK0PdbnO1xTiR9m41vcEHCO892u6fUTAgnpilydzeilGbTX6GNxfskxXalrpa0pRSsFUvCzz+5Yb/rubnasek9MSQ+fn+/utTl24Qii+xRGUKYmOaBrm7pOumQPA0fSDkyTUeUUpxOfXPqsY0teN6x2tsuzZa4jASeMhq1FZEutoQkRU0iw9NVEo2SpAh+ngMpNsSLijcLlClJf8oBsrBCT/THS9BeZJ7GaSamAK5SdW7BpmHFFn+J0eBpcvFTpoMqFo25pNYo8nnHaThhU1wDAKUUxppmLwud8/grCUyNVTirGY8jx8OBECMxRVzncKajZkUKmjDNHA9HptPE/ccHQkgch0kALGnkgO+cgC5YVK2kHCkUTLv9N73DdY7NVrrISw0NTFMkhkwIUSRtRXTQJStKAjG5MBSByqD1S1gIBtUiqKoE5XtJA7BKZLe/xhpD3FZSKnx4/0iaxPMftCT4RvrelFxxxotnf8uAhunI4fFBet7EsNqfH08D796+a81Ul1VP433Hdn+NNY7tZteko6Ux0hJc1JypMTKNA4MBUzPOSaKoaY5XXceu69h3HYOCTcm4vmdzc0sslTGWtnrU1pRzQ0qRh/t7sW/OkWCfH/TVVJlKbk0fBWZ0VgLZMi+WxovqQjWgVKTc1lhst+Hm9g1fffklS6+mdlFACdBaSiLFiaoqWVWUdfTXb3Decb3v6axGZYgp88O7ew6nkf/yT9/y9v7I27sTpzFg8GjReGF0bb4liwyzrrdv7x2vbm/4/Ref85//0//IbrPh9vYG5xzbXS99oMYjIUYODx+fPW5wXs9YzmEJ4vU5aTj/viBGF0t38EXLz8Vz1ZNXrVX6SHmtuNoY/uMXG656zRfXFmeVqAOMZrvtqCi+fX/iMEb+9OPM45g4jZmQCmPIrZdNGzN9TjIW1rm0ZpK1SFJSq9TbDLNIVadZ7s+YC1pVUnj+PhHmTK1Rktsoc2wcRQFRsrDPzjYAcmcxukObjNKZqiSeq1XqxEqupHkC59kpRYgT43CkasWm76lao49HVM0UoTLYeCki33iPVooUpFngHCdiiTxOE3POhCqJhrJNllxFgqka4wOtIWQ1pGxa8quldjVHShYgTVWFVbLWGIG6f9U4/aYIsKqztTJt4xJEoJk4VC66obcgSdGgY7l74nRkuv/A+MO3HP70T+gP77Fvv6OLges8kbRi9p6JwjEFjs0POcVETa1JTMmYAjdR0StFnWZUTPhpRIdAbVavRVvpQ4EioZiVYdKKZCRjSkoxzgFzGnm8u5cbuPOoUthsejbe0W97KZI1ugkKn3dIkZUm17LSgUV5MBus32K7LbnANEeOp4HxdOA0joQmsZBEQ8YxJaHltGq9TZzBe4tTUuhGFX/+hU5XjR1UqggroxQW8e0PKpOz2P6WKklQXViruhSUslLJS0CiqGvPlKoUuio0RhgNo9GpMMckgcALNJByAhfMBEv9RSvaa14l9VI8esFgLF3Ba0tCludVJNFaEBhRxbSg0go17vue0jbiXKpInHJmnGYKimkOWOfFNrNFx0oXrPegFZvNllLAOY930mDLWUfnOnzXiXf9LO+rjcVqzabbUEpGVSU9FMLze+XOceL96QMlWnKSREa3TSTFKkhpLpSa0TWhasJqi3GK7aZjs7H4rqfvJRHY7cRmtJKxxtF3O3JOzKEjhMDh4ATZKgZxNhNGq7ZEg4aGWCtfXa/pN5rNtvUrUEHYkXkghAnVZGXGdZhuQ2mLd4gzw/RIrYZabLOzlSSnIsi2Lx1hfkHQ0oJ01ey7LxO+BQ1b0MfaFr3aAldVFLko5HZdF8T2x5IcW9scg8grUlhQq1nDk5VGsaLypunbzz10kkh1cqWacn6rdp9Wfpps1Cbhu7C/XZONxmg2e+3nHqrJohbJkUK1ottCmAI1FYLr8cowmwmTKzkGVC04I5+1qkJMMylHxhgIY+B0OhGmyJwTqSaqysuQSjKjZYNcAYQKF02ekN1L6qUozWZ6tZxUzU9CUbWWdcBoqfOpBlUt0oRUPmFd2osroElvlrXmV4J8v3g4Kw5FtZlBsLJbl+PbEFFnUU63mqZmh1qh8x1cXTFN45r01GrZbDa8evN6NRhYMiXvOj5585r9fse26+g6j3di3nB9tWd2lpoL0zhy/+E96ui5jRN9zm0vkGDeaI3Ths5I3ZqpReZrKew3Oz794jXGWfy2F5mS0YQw82H3nlIyWlXmF9yzw5RQ1kg9aBuwWsW+M86JGvN6H1sj8u9cCrFUdsaw2Wzou26tcTk7lrU9tcg+fJgHSi3EmqWgfttTdUdJllQNp6wopfDxMfJ4CjycIschIf3hjDRda4RbzmVF8yXZSnJ9SmUcZ4ZBuqbvNj2bTS/N/6w5yyCr1H7ePzw8e9yANVZTvzh528RaVj6lmtyXJu+ODMNEVVJ0PE5Tqyk7r22Kijea13vPqyvH56937HvDJ1dWmE0rNZa285QKn2bFfpsI2XI9JD6eEuNc+PA4kEohN4s/rUU+VWolpsRpGPl490CYA+M4yrqM1AmOoRJTYZhEFmqc9AwJ4/PdROcQxeaZc5nAynBm6bCds7A/SxznbcW41lhYO2FRY27SVekan1Uh5MhxPIFSZBQxJbyxYKE3gVorHW1Pj+JPOc+TxJi1oIwhVLkmutn8y2WubY5JSGs0wvTVQs0ildJGar5KrXLeSdwkDRpt3GqvHO2vSyF+c6IhjMW5SCdV1oZjy9p17jxWV62BatzHcPjAu6//kY//8s98/7/9r7jDI5t377i2li93PaXvGa+uOKTM+48T93Pk4TCQU2LKhaihpIgl87scuKIyHk/kkOiGER1Fy5xqJRnIRjNV8c8+asPRWmZnwTtCLTwcxOaLUthuevSrazad5+Zmz7bvuLq9Eh1fiS/S3iptBdmsMEyFYDVZb1HdFW77in63JRRFOQ28+3DHw90HDg+PDJMgUrksWFAgBEGfjdX0nWXbO7Zbj6FgchH0VEmW771YdJoqhaRzMGStcU5096MOpFQYp0DKpVm3yg3yxPq2SNfspfhWqSI6eCX9m6WzqSNXhc+GOSZinMmlUuLLEo26WP6pi67fy0RTWgKDC9ZCoVaWY3GgWJKL2gR1tf1crAQlQChq8UN3WFvYVY11M/vhJMjJo6HkzMPhgJkmbl6/wTiPdR3GeinYrIVOG1zpUNrS9du1J4XRRorklMFqS6hQj0dQBuscnfPcXN9QcsHq01ow/Fy1/GE68vHbe9Ks+Xz/Jb3tMapIEBdgHCAEWUQ6HbA6su06KSa72bG9umK327HfX7Hbb7m9vWpBjxSGaTpSTozTkWmaef/2I/Mcebibxb52bk3pxNMaqriWea9wXrO7MlxdW26ut2z7PY+PAzDz8PCRjx/fSk3GPLK/uuXqVlOSsAExRYZ4Qor4nQQ7OQGaaXIYben7vdwnzzykGHHp1rr0CmKdSSv6CCujUdriLbY0Eqxq9Pp7pZQ49CDdmVUtGBVYIMwK0qyzbQ6yYUmUaazMZaNMQxEhhoQJAWyh2oTJi/vUQnOrhsKXJpf6SW0Gl0nGknzkJp96/j1rq8XimjO/jIPUmhSmODIr2CiHyaBDJlqLomCoOAvaGoYYOU4DIQkSPk+R4TC0wnpBU6sRZkGbVpjajEpKKS2YVktchFIVVKYqRIa6+gu1gFLRmGxxQZLGpoZaDQqLqr4x4GI/W1txdllmQzUtUINnIwNAv/Gg2nVoshS1uGTBxf1X6TsBMEpqzlilUnNlv99zc3PF4+MDKUVMFilnv9ny+s2bJtEUJLXmirOeT16/oe87rq92Yqu5F/e2GALjMFBORw7jwDcPH7lXlb+73eP6DmozL1AGpwy9teycYxNmulrRJUPOvL695f/5P/8v7G+u+fSLzyglM4wDwzDw3bd/pdbKpveM4/Tssft4CuIAiGp20YoaxL1rqRNbajiuN4ZtZwg5E5LYi95cXXO13bHrOkoVBQAAzY0tpsA4T7w93hGTsEWbznO9M7i6ITpL1p5jssRY+PrtxMNh4O2HiYdjaHU20jDQGkWcKiHUhspb5jkS5nnt4mztie3ukRgir26upKNz38m8K6U18cxMYeKbH354/qQDlrTqv5cnrxUQLdGgSTvHceLu/kHGrFYeHg5M00RM8cKdsbLtLH/z2YZPbnr+01dv2PaW253DGkk6QRGwlAqvrnekVLjanTgOkW/uIo9DYk6ZMSQBbRHwzxhxqZumibu7B7755keGceZwHCkFUlZS7xFZ6xqU0mhnqSUzHJ7PBg3jROHc4wuQxLFCQZqshlRRFOaQ8CHieoPzGuMcpSjmKa5NjnNOxGpIKjPGkXw/N3hVEoWN7/HaUYP0fOlqEfZ2nkglcxgHQs5EPVC1ZrO7wXmpx1DWoIv0XUNVqhI5q2mLVsnSxDjOAeMsylrpsRMCKUTmacIbh/M7Oue5vbpeLev/veM3JRqFRedbV+3wEvJJ8dUZeXnStEjJD0RbnDiOI3fHR374+BEzHOmHI0fvsF7hjManiImZLga6FHC1YpXitXfcKPhEKV6XQp8jPmfKPJNjwuSErlkkQUoRtSIozagUA4qDgkek7uOUM1OtpFbcZ5TCGyPON33HftuLD7k1aCRYekmpgVJG4mI0KUvh7cf7A1PIaOuYQ2S3dXTeMAwD0yzBWq1IMxVj10BZNlVF7zW73tJ7QcPVmb+UAFwtIZFa9dJGiwuMdCI3hCBBi7UWpUpDkQUBWIMRzhe2lEJKURyIjOj6rGuNBZemMVUo4VajhX5honGeZeevlZlQgpsu36uWcKzo4rJsrokF7bms7Ae1/X37uwWltM4jHb49Lsa1qD3lTAaGYcRYR+f7VnfRFjAt18FaJwh3s4TVqnUwXZojtTogg8Erj3ceZz1VF7JPGG0IMfB8U2VhFWIUj3lbwdgZrRL7vUepPcMwEELAlIQuQv2GObIDus6y2XZcXW3Z7jZstxtqLeSUibFwOp1EtjSfKLnQ9c2+V3WkVFpzwMw4hFbUutSkyHx0Thql6dYHwliD8xbrLdY5KrV1vI+QEqpUjLYkUnOZUlQyup6FdWttFWse8Kyjcj7fMyXIyk5UQNUl4ZBf1IaeKS0FiqYa9JI0ZFYK5DwrS0NcmxQBWR+WmqQV1WZp4qfX/k+LzfBSx7GyRvrshCU2lRcJBuUJErqe87qeP01IXjB4a7CydAyWInXVag1EtipfAnzomiVk1+3cSxLttNJYr0FZtN6SUybN4gJHbGh/Y0G0NQ0NayHR0pOmabdjlt4/GplLqop9Z02ZmkQuJYhZY41UWVZPqAnRoy5r4vKvtg7R2Cv1QlClClMFtAZ2Td5gm1QUCawWswO9yHzVuVZDGsY5QedbV99cCtoYrBfZprOSoOdYcNZwey2SnKv9Fucs2+22LfnS8O/49i1xGCiPd4xhJm47snXtWqt1Ti/7qNMaC5ScidNESQljDN46Nv0GqHSdZ9P35BSopWCtZji9oK6qiKpiuU1rVVTVkHfjqOVCBmQtVWuMA2/A+R3G9lTlmIWooZQF3xdTh4wF3eHdHmML3lc2fcfV1afS3HH7CqUsMVm0K7x6M+O312S7Y5gCzYQIZ8HoynEIjHMCJXvxMBwZhxPjMHA8nsSpzYgyoeRAyYqcltpRWSNSrsRYmKaXuU799JC16CLI4+KfLZYQlqcwDCMfPj6sZjX3DweOw8g8C9CjlaIzla3X3O479tuOUjUxwXGMGKWafEcRpBJBwF0kHuydZt9bCpreG5zVUi2Vz6eWkhhrHI4DH+4OjFPkeJLkLhdJNEISyVyuqrnPQS2J6fR8Fk16HJV1HV7uGZG9tg7ddakdzeQSKMVSilld7HIurTWFQXfiXBdVq2tOSfa3WjCmiMSsQu866fjd6mRqFSBYmhO3FhK5YGKkoHBadhVxLZT6JGlYWc+cQLuPa1kMEyIlS8F8NaolhBes7W/A3X9borFkQ8hgAudGO412W/t9wHlW0lC6qplj4N3DPX95+5b/4+s/oeKMm0+86nsebOZ1TfynYYNLievxSI2RHVI0+Z+3G95o+B/TzG1O3BwO2BjQ00xJeU1uknVkbThZw2wU90bxqOBHpXgLfMyF9yULP9BWpY1xXHU9n9xcsd32vHlzizOazhoo0k/AvACq0tqijSOXwhAG8py4//P3ANwdTtze7Pj01Zb91nN4+Mh4OlJSotKkN75bA35VC7omOqe56jXeik0oRYnXMYqqxCS6oNdrZLTCWbFR6/tOFsWwOFf5dc5BZapJCo7UYiMr751yZhwT1iqx1O0N260gQCGJBCtXQRs3XtCDYXphoqHObMX6tRaGLwnVmdVYC78b2ij5zxr6tIdz4XipjQm5rPMwFW8syli2mw2lbdQoxRwCJUY+fLxjnALe9+Jz3jmx+1MKpSud1jjftdqEfJaeFUESjbUYa/EY0J7OySasaqXTltjQgjvePnPgxGI3TIVJPaLshN9HrKt88bs9FcvHjw/SM+NYyFMmp8jxMXP76Q27vefVqx2fffaaruvZ7baEOXE6TRwPR7755kdSCsR8ovOeTz/7tNn+yng9PByYp8CPP34UScQkGukleOs3PfurrRS2qortLBtr2Jy2bOYd1Mo0Dmz8hjIHtDJ0tqfkEyEeBfhQGoNlo7rWBdaK/rnqn6Adv+0QxLplBy2BYAla6xJ8Lgh2XZHxitTqdLpDFYUuitwKUdecRYmEBxK1zE2uFNvmLh3vKxlaMblSWjYzLbUCy3s476WGhOaQk7Ock5RWtWTjl2o0uEg0fsJoNMayvIDRWBaSs5ypMaE1N7veTIwzIRq81lilUTWjaoZm0yrs1YDuOrabLcb0WNc3id5R0OVJViuzeGQWKzUdJVNTFZahVorKoBRjSJAqOjYZZKqQKzqfJXKyZSlJ2HRuphdSIN/sFIV9WuYEirO08+VHyYUUI7VWpjm2mi8p2DZa5CWqGlTVazG91g6FrB2bbsPV1Y7bmytSioQwSxJmNMZYfN9JIXbXUWslzTNaKTbet4BW5C7dRrqT/+3f/JGcM3/5b3/P44cPfGhM+7TpicaJ/EI3oVyteK3Zec/WWjqtGUNkeHggjKMUxDrH1W6PdZauc+SU+PT1K7H6jIHD8flFzSVDMaoh7cs+4ITxdgatmxGFMqjOUa3Ba0uvDZvdJ/j+lkTH4/Q0ptFak6smKgXWs7+SOrDOb9huer78/e/wXYc1PVUZ5mjJtbJ9/TtKzfxPrV4wJYmfVImomrk7jJzGIEqBCg/39zw83PPdd9/xlz//ZW3OZ3QhTI9Qe6BgrMf1O3JSTFNmGBOPh+cHy3K0yFM15mIFGn62cy4wWbsVCh8+PvDP//pXhilwHCdCTMxzYGyOes7AVQev944/fn5D1znmpJli4e5+QlHEjl9BLA604fZ2h3MabxWmN3yCY7uBb995Hk52ZfwW8GaaJx4eH/n+7Qf+5U/fM0fFMLW4s2hhWwpt3zeN0UjUkggv6I9WqtjUqpZIwGK5q+h887VcJNpamuWF6LDREkMlBqmzKhm6zrHZebSGSQMpQwjYDH2WZqcejzWWTb+T9RXp4VG0pqQozH7UhBCFuR1HzBzo8gbr3cqSOm2w2lBzbcYITeZaFbUUUsyELGy7dwqrDLoXNYY2cm8sBk+/5vht0ql1Kz1DVjKI9UkmtyQYS8K08Ne6ipRnt9vj+46qNblWQs6YlHg/zaiqOfmBVAs3SEX8yVusUnyq4FWt7EKgSxEdAipFdGsKVZr8JRhDMpZRKwaleKjwQOWxFA4o5rYYeWfZdo6b3Yarbc+mc624TTLJVBQqRaiFEhP5V9JEv3SUImxBGzQqithqTmKIhBAo2UMVZkKpSs5CYy2dU21r+qZqRpNwGryrWJWpJa2Uq2yCywIh4Ysysjm5XjLvRRNpGm25bNY5S8Zr7YIGLd5dckUX7XrJkHWhpIXCbW/F2sECo7UgOM9v0NyOp30zzi5SZ0ZjSSqE3dCrzKq28V6jvIskROkzUrzoKpdkhdq6B5sz8/BEv1rFrlhpzTxPzF2H8+deHrohxMv4y7kv7hxygxpr6buejNTGuOZOQUGcm4zC+ec3YtLVsPEbTM7iGFNmjFb0XtHvPMb1xDhSakBFR8ieOBdiLIxD5HiYcG6i8wNdJ3KrEBLDaeZwnBmnKMFMDKQE/WHCuULfL70spBHddtfhnLiV5ZyJucn1hsDpOGFNwShLSpCzzM+u60WWpxR930lX5CxuS6VmQXm1QVsvtUFZmiB632GUxZie+oJEYwnCz9evnpmNxWK0Xvx2QVZakilSl9Y4YJEjlUQtoaH1M9QIeRSkvIZWA+dkrquC1B+JHbPUVYiTF/VcTwBnhkLM49QZbl9kUvxSkkFDwi6/X5/5IunUmUg84/7L4yKR6PpONPG+x9sOVYQx8E7JV7a4aBqKL+vhCuQ2FN84x2I5qpTG4KkZVBHGOEypFYTKuy+yUCk+1fJ6FUxRmNpYkQuNUiGTKaQMMbZC8DXZaJ9qZbgWB6rzeD7niDELw0eTx7SeEMKKyvk54zDKsul6vOtxZos1Pdt+y6bfsN9tub7esaa+jfFquSfWGjbbXgIKI3Patg+jtDSQdF6SG62lBqrzHu+kdmEtqm7sz7rRF7FBt1pkaeQi9ruLI1oRu/bT6UTXeayRBForDbpSWxLw3GO/u8Jv9jJWTtbiogylKrRNpFybA5Dhetux7XxL4Aw319dsN3s678RamnPvBwFQKxQxWzBVXO822x2bTY/bXKOtY4qOUhewS7HrhOW2XhrYLg3QZK4XNvuJcY6U1iDv5mrL4faKWhIP9/dstx1at2a/j3f0/ZZaFc5ntO1IMXI6nTidBsILYpOfH2fnumUNWeOIleOhrTlFajwTxFiJUQJnGturldTCeKPwVtN5aS659FaKURJ1vdRbmYxBNQt13aLI3PYCqUntnWGOhZBgGCbef7hfe1bMc8Ba05yqCmBQyrQ4oPE0F/duw/1eMFS1MRryrVruVX2WZrrGTFlfpSeaXqRv4qK1OMlpI7TDuTVAwSgFRtO1Jn7bTtQT2raaSyV1HUwjItCShqcLKJ2SrGHWe3SRhFc3lnnJLSlSt1eXGpO6XNt8XndVWz+X675c+19pfPHb7IBUkQmhlk1OtcZGNA0sFyGpoAql0ThL18mbmxu++uqPfPjma9xmwykFHlPmVCYOqXDvRl5PmZ1z/O1uQ3GG3+97bK38cQrsYuT14REfAmocIKeVxUm2I1nDqeuZvOd91TwAP9TCh1K4K3CvRA9pnOPVzY4vPnvN1XbDZ7fXUlBtKpTEuCArOUlzNw1hej5qkGJGq1bp3zSO0tZdKL/eaygdThmsKTgNp3nk8PiIs5r9bsvNfsObN29a4W6glkhNEyUGwjRTszRdq6VQchILsyr+19Z5sY+z0nSltKTEtcXQGYtRmmGaiKmijaVDtQ7Xsnjkxk1nkIWkKFRNGDPL5m9bESW1LQpWupV3L2M0lLLU1v+iNjs38b9U8nMkwURB1ZdOVAtrAWpNPppTwppw0LqWajCtIc0yi1VBl4JxdtXIn2OoyuEoXTavrq6oQNd3dH3rtLmguE3SonWjNxeJS8n0SvFKa1lYWqBii6KqinGKYitXLwhabNrw2asdaZt4+PYDUwxsf7/n9U3H7766YXu1Q6kRbQIPdQsYTtOJx9OIfnsilPd8/BD58C7QeSkKl9qLRIiBwzARUxAJmZl5OBa877i9KThn2W00zjs+/+KGWgthFivRr79+y3AcefvDI6fDgLGymNVsqcWw3e24ufmETWfY9BbverzbEI8jp4cD1SbcRuO7nt3VLTUp0qniTMf11TXWerzfMY3PdxOpNQuKvSIqnBmSuujyz9dG8JVFElfQtohhe5YGeDmJTWGJgZIiOUzUPFPTA9REre1cdUdVhqq3oAzVuDbvOymyVx2gMbrgrCaTqUU851VZwHg5N1VZXfaedAZfvl+DiIvvm5PMixINDTQJxIKSLlx9v+mw1vD69Wte3dzS2x5nHDVFakp0ruKtBLylRJHA1iKN1lq/BVEiWLzdto1QgtuN24iJwkYaSR3vDlLTk+V6OacxVnG19XTW0GuRnPbK4ZTBGYczdt1IhzhxnAeOU+I+BVSthFwRn/k2FxZXRdbw7JxbPeM4nSa0kfUjtZ5H3ju0EdMPqy1X+ys2Xc+2u8G7Ldf7V+w2N2w3W7abnUines9uu+Hmai92to8nxmnk/vEeY40YO9RCjoYcA8PjA7WU1pfAiUOX86AsJWV2mw1psxULzFzJqa6Sj2U9rKVI81hjMBVqjBjf0XuPVVoC4+OR7775lu1uQ/3sM7RGpJGwFpQ/9/jyD3/k6vZ3KONERqcUIUowdxwzIRa8E0T4i0+ueHW9la7exkp3Zq1b3aHs0Rq1ItbnPUHYfe8dN69ucH1P/+oLUjG8/T6Qc+V2A51TfPKmY9Mbum2PcaY5sCFAAWrtibNIfIcxME6B//K/35JypuaZkgaG0yN//tM/sN/f8Omnv6ff7NG643Qa+O6bb/l4f89peH5tC5yn8xJkUiWOqMvjwqgu0jOlWqFwISaI0ZCSJSWR5BmlsEr6eHVWcdUbrnrHfusAzd0hExOMs6g8QkxoVXi1h74lFJ23xFOGFNDFYKviqtO82nfMsTCGwvc/fGCcZj7/5BWff3LL6TRzdb0jlJFwf0Ibg+97Af5qaXVM5QJ0fAkYJWBNSuIItwTj/cbjnGlso+L66oq+7yh1phKpNUgtRoIYmkR500utnS7EkpliwKLZGMPGdrza3bKxHW92NyilSbk1Q7aKkCPvjwdpllyRXmbaUNHMw0ROGeO9NKN0kiTr2gS6zeGppkpJ0lh2YTVimgWE9lrcUo0wHqndD3OMpPjr6iB/c2fwBfDRbfOQXja1IXCXGZE4qJQqG6F0Eq/oHLA1rzKkiiK1yvJJF0ZVGFLGKY2rglFf54IpBT/P2BBRMUFKK72ftSIrRVSaqAyD0gxV8YDiHsVDrTyUSnAW7Sz9tmOz77m52nK97dj0TrRnSCO7JK1g5SZLCUXFaZhe4Iix+j2zUGsVow21yRzE37u1sG/oaGnOMuLaJBe6865loWLhlsvTYmilDYt2fQU2kazdKHE3UlqhsriBWGdRVKyShEQarjV3p9o0raVQVEU17+LaMvgzopHPdQft89V67iIvNQvPP+rCMizF38v3urEQaikUh6U2ZfkZLPv+gsYslPrymkiSdLGAXiLhFVqydXYsWZKNWgTzlMLA2GSFi4NNaz6lnvqkL/UbFTCm4r1vyXhpKFAL/oygp9o8H+Hzpkd1mkTiqMWOQWuDUVauYyqtp0oVSYFzwrppcVlKrfdDCAGqQat47tSqpIalKnC+B0Q6V2piGGacy41ZUDgn88V5I5RyZ0jRnMEK1WyztUPh6Xzf6l5kLJRWrf9IWMcWY1s/Dtu6qkuH1BAipSiseZnN6BNGoxEYa9KB5rzQXfyJWv5OkgtKgpIoJaxMRi0ztSQoM5SZmqeWaEyALPAo0yQgFsicfc1tGzMDTdolPval6W0FHVysxVdQcvmvLud3Tix48vM1VH4RKq9b87OlFkcKJeV+7HuxSt7u9mx3e7zusNquSZk3GWcKMQW2vmMqIrcqORJSJaRMmOPKvCgFyiiK/v/R9mfNdWRZni/226O7nwETGSQzI4fO7O5q3Wsm07vMJNPn14tM97a61KUasnKIYHACcCZ336Me1nYHmFndnQne9ggYCBA8OMeP+95rrf9UQSVUVZgiSdqdqbiq8A1F8Z3FWsW+s3TWMBiL14beeLySRGjbBhigOEeNd2BNJGfNGAupZlLNrHoX2lR0gbaWk/7C40kvA7JmyaSxKJmAlgUla+uMafbBiicv/pwj8zySU8QoViFnbjoJY6To5dk0N6VEzRmDlbWrrYfP1/jcmANLw1oKYpWbMzEnYpYUe0Hs5WdMy+bovBT4Silye0/DPDWURlbE+o3nrvM9+90V1nWNUqg4jZGYCnNKVEqz7xYkeeg7OmNxjTEgTXpzU1z24CyIlqI2C9XmTNb2SNX0U7Uuw9UKzelKzq6Ysog+r90TbZ8UPr1inmfCHAlJ9nrvHFf7PfOkmM4jMQbuHx+IOWNdxzDPaOO4XCYu5yNhGjHfaiG/Hm1NWN+L5wOJZY98yn2S6b3BGIexFWulmEclokkS9Ks13hm8EzQjF0VIhZgUqVpyVZI7pIQtVGrFGvk3zhqqM5gk3Irews5rNk4zWSgxcDqeGbyjc4acxa5VK3nvlF6sd0W/oJQY/8gMpDkLfsNkQOmFuilIoTaKrpNEd+/FUWvYeDrvRfBdkcFtkUHmQrdqCzilCiFpqREWxCXXuuZetOKjXYsWXduQlSekQQxulgFrXZGXWhfeB43+9gyZlHe4uU1ptDJy7WIk/FIVFAvqq9aBzF9z/E1XpzPyxguUXRpQk9sJkqCpkjM1F0oszec7SBIoGV0zPH7BnB/R8yhvdKlMWdJtC4UDmY8hglL8tla6lLmZJ3RMuMcHdIykeZTpVgOsJ+dI1nBUjkkZfiyGx6T5g9Z8VIovKfKYIlf7gau7K96+uub7t7cMnWPfi+i0FAnTu4zzWjyUUsgxQC1YVRm/odGQTUygV9+6ypwUKZd1eiXQYyElmoiJ1Y2AUnBGsx08tYiTTQqVOQuPV1svEyXtyClKwbVsgFUcNKqCrpPwNXFmkalnjkns1UqhQ4IJ5SJX7aZ4+sjN6qzmIghKroSpYr2jd66JMi3ZAEhQjgvfqtEwKCUe+VXLZlVN4ysbA882xnVKoQTVWAoteKJcaeNY6GsAehGHGSdN2UJvypVUMuM8MU4TNYs41LapW2juN+fxgjaWVzFRUE2PY5HwQ+GdK8MzuFIKIV0zxrsmsE/rZwnAFNs6m92LT9vN8ApnDGkOXPrPhJLwaoOtA+NjJJyPzJeZkoq4Xu087hIxU0BZ2ShTiozjRC0KY4Rq0HU9XkG325JzZp6vJUDt/pF5jlzGe6w2nDc93ml2e4X3mtu7HcYq7s4Dw6DYbbs2fdU4rxi6O7zbobXDKMc433MaH/D9wLDbMqaC8yPKF0yXca7DGU+MmThH5hK4nD7inefu7ilI6SVHaVkSy3vWLsR1kQeeFUXtSmri0UjB1IhKCRUDOQVKGikpUpIgGjVO0nSkB0Emy9g2FUvFUvRWrmHrBfr3A0o7tBlAGXIqUuipti3lZdNXUIV+J84nz6xS12ZimVr+WfNBszisC+XvZYf3MlFWSqhSSitxZVOKN9+9Ybfb8rN333N9dYMuFlUNtlYMBV0mdJ3onWVjDffHI9PxC5d55vPpQqoQCqBUmzMomUprReomjFK4lpEwuIJyCu96tNH0g8M6zVWv6axmax1eGzZ+oLMdBkEjrfM433GKgWOc+XwK/Hg/8ThGfnocmdLMcT5SalnpMCnX1ujVbzl1Urg2DwKtNEWJxienCkmRdGHjI047ipPflUJkYlztPM/nI8fjI7vtlrvrGzQaozT9MHBzd4N10lCVklpzkjifzpSS6YYev9YdSnJN5sDpfOZ4OhFzoSpNqpKVNIbIZZqwowdncdZinSUjtp4b33N99x2vbm7ZbraoFg4WQ+D+4R7nHFe7jazdJbd8mZcdm37Lr999zzBsqY2m+uPHA+cxkHJE60zXSQ2z2/Rcb/rGVZeGvlLaNdWowakyp8zpElGwNnVGG3LRbEOi6oSZM6mCIaNURpcRlSppLgQszst+U8rSqMh9mnIil8zv//gnfvzxPV23oesGaoFfvPueh/sP/DQdOJ5P/P0/vWczDLz69BNDN/Dq+pYUC1++HEkZbnZXL7/ogKeR5NOfa5Git+SCVkVs39vepqzDeI/1Hd2wYbPboVxE2Y6SZnIylKoZ9UTvDNfbjquNp+8M01w5XiIha3AbioKpFlTJTClgEgyD43rXodPAPCrmcCaGwOuNYtCWmjROae7PJz48PDBeRu4PJ+6u93x3d4NRlZoiGUt0Rab53qNLxtXcCm8xgIjfwhqwCIvBKLa7Dc4ZNpse5yy3N1u6zjcHO808W2JI5BLIJZLCyMxIVYWqsrhUlUhFHKxUkXVlVpljkBDUqxLRKLED16KR1QBKhhAxBmJKKONx2oCvFFOoVZFiFsaOloGjU5L5knOU9QaFM5be95hsGjULrNJUKsY4QEnoIC2c9K+MLvjbEI0yQ3TItF8mBJQINZNrFFFKahkWoXkDlwi58ZNz4vT5M/cfPnB4uGecAyFGahGLvEFbNqbZ4xmDyRlTK2YO6JgwMa16jApkbShKEawlGsMFw6g0BxSPVfGQK49URiAbg/GWYegYBs+mc3hn2gT/z1xYaPkCpTRBbqWQifnldplSpChJVmwIhLVFJvGtoA8xM4XcunoRJ2vdqE5Lx6mEZyxTTytFtjYoLQFASsmUWgLrqqAdSksxUp/2weVjcUSSmBMlHbVaGgvhV2qlWgrtsgAtWRbq2ZTmyfFpmdgsLi3P08Nfcix8wyUzY0E2VqhgmbI8+/OKbACrHdrzD54QD/3837dz/JSeTAvwKsu7+Ox5yfWSk6AauSzoE+tzUc0NrLaJs2SOSKEnaIIgFkbLOStaN3qIFuH0N0C7qupWTLak1FqIEUJQ9Fl4npt+S8oadKLMBd9ZfG/F5UZXoRQ4saPtekEQrBPbu5TTOmERWoFoE4wSV5ycIVGJAUBQIV01fW9QytL3DmctXW9wTrPZbOi7PapawJDKmTk+m5gZK5M7JZ77VEVJVegbLYk8t+lrjPGb7G3/Teel9jtlar18XqaxMiGrKNnAAJUjusg0XpqJSM0N2ajL91JLX01yLa0FfwRdICuULpRs0bVSMaBsy9Co5EWzVGkfuk3plqf39B9f0af+jDb17DPrz7zsUCuyg6Atq9vP0vSLS0wMCaMMBtGQOaPRpaJLoVhP8Z7eOQYnIVJey9+X9lpUrRg0HeCUYlAijnaVRneVAFbfyTrf9TJR3TqNN4rBarzWbJxtQxKDxmC7Duc8RUOisOkU20FTVGIsFjMbpjKRS0ap1HRxTXhfvm2xM83rviI6LaOhloY+5Ia4x0yyhRgiMzMlKcKc29qkOJ2OHI9HchsIeecYug3aGlnHUkJpyDkRYiKm1MaFjeONDL6UTvI7QmCaZ8ZpFpt1JanbsVZiyswxMqWEjZEEWK0IRaa3SikJNTXNQcloyVzV4oinFSKmBUKYGC8vF+ZSZR21TXyT1bJ+Ltdfc+fSCrO4dqnnqgO1TreXhsAYjWtKZUEmBPUXFzDVmmnZ+za9EUpZDMw58vgQcN7i+gHjXBOYt9+3IEXNWVItpi0Khs5xfbUjhhPeu5YbNFOp+JMlhBlVshSPCSoW57qXn7d2fDXZf752LPXRguKup+sZutF0CcZoqIaarUy+V5MW+ZelZXaFVAiySK5WwgqxgvWprEwOoxXWNkobFaMr3sLgFBsHo6lMqqJKJoYoKIZ6Os+KZ2uZkutCayOGK80eWCiyLzus1fSDxxhN34sZjLUKY8A6je+0WE/numpoS9OnKIUgekYtPKZ2ftV6XcoQvBBywmbDFGes0pi21woiWJum5enaWoZgujE/lu+v7oSqoc4o1MJc0QqrHJ2qqKSe9BeVVqs0BoIW9ot+VjP9D8/T33JS1fE9JXUyeZjO1BxJ85mcIykHaTTCJEmC00QJAV0F8prGmeky8Q//+p7//R//yD/98CO/+/En0VjEyq63/Iftlp/1Pf+X21s2NTNczqgQKY9HVE50JQrlSkFWhqnvicby0FlGrXlfKqcK/1oVn2vlD3PkU0xs9wPDduDm7ppfvLvlZtuz7ezKZdaAdm59c1JOhJTIJRFKEjpDjozfULgsZXJV4BbbU+VaQR+Y5syXx5k5CPfaGo9xG4atuEykJDZoZYm0t46qNCYlKgadnzbfaiJqbluHNeIdXwoZaWZ0YRVPVTTKKJzzch7mEZN0y0BIkvugxVqXKtSU0CA0xbLYNuEgliXcqtZCzrI4upcP5QGQxHKBarVuAtHmEFVXYbdZaVS0hgcWCscSLoRMidfF8Vl6+FficaSIzVI8zDEwx9D+7slOdGna5nlCaYHAY0o417VFl9ZIttdRBSUqjRe5hLmtTUmRaWFpFCwWp6sXHmHOBCbmaWKcL8zzxOdPiXCpXF/dsBv2bH/9lqoL//ynn/jp8z2pBJQreC2WeNud4fa2Y7/fcnd33c6r4XSeOH64EGNiniMppZaAqtntNlA14aDEwjBnrIO+v9BvNLevJX3cmQ1aWUm1t4a725+z335HioqcFPahUNVEv9nR9Vu8zzh3oWoJtcpFMcYZisW7LUUXQp0ppXI8Hr4p/EtcTRYKxNKw0orlZ1+393XZ0FSFWEVxo2NEx5kShWudQyCHC7X5ldccyGmmlETKsRXmFciiNVIGZWNrogpFG3QuVGUYL5EpVRg6lHdoJxB6qc0+ucr9uRStXzcXT8gG6+cnRKPUJQH7pYfY19ZaG39ZSRq8NpzPF9F7RcsXf2a3uWXwW767vaHf7jHFYbLDUxlUxKvCoAPHKbDtPFOMPF4mSsrkOeKV4qbr6Z3l1W6DVaByQFPYOLFkHHpBaa1bAvjkHfTW4rTjatiw6Tfi3qQM1ndY71GXC6lU6qZHGcMthrvq+HL8Qv6T5ATNYaRkyUMoRTR3K+L1gmPoOnH7q5Xdbo81Yg5QS+Xzp3vGccIzUIMhnCvWnMTNKBW893jvuVzOnE4n8cg3hpubW77/+fdkVXGnHqXEbriUTJzl+svGCyPPdCRlOZxGlA5M48Q8Tvz08RP3Hz+KIYq1jKVwjJH7ceRwPjNZzUlVtHVo5/g8zswZdhh66/FWrOKtd7ihI6XI+XKi5sTsDClFPvz0nsPh8cXnLsZADhPZGrTVLdRSQtJqlYGX1RVnKraF26qVwi3XexHWNFqLJkYbTe/d0qqL2N0ajDV0g8H3luu9R1vLzVXHPE38499/4nQ8cH//BZTi//b/+L/zs2HAe0mkr1nYA2mWrKFtv+Xdu3d4o/HW8Gq/I7+BP24UYf7C5/vMhy8zl3niEo/NIkIxdDvevfoNneu47m5ffN6ANjZsds6NxltqWa+TXDSlJHRBTpASx7+sLGXZU43GWA3VUo1H6Y6KkyyJnJli4nieOc+V45iYEyQlWthaswwHitAUD4cLlow3MPRWgjy15OyUCrebiq+VXmn21jJrmJ8FGRutcc6KI2XJ1GoomFbYa/oceDM9oJgZ85n//MLztrvqefvutbgdGllbc45AxPmM7wuXYyKEwnhJjKPURbmIXf5m22OcwnjaMIFGa9LrcCjmzMN0YYwzKkcG53l3dU3nDd3gMEXTDY6uuNZsNJoUYIw0PgudUfQV4Jt7lGnIhrFGrs3W7Y7zhDoeyDExT7Mgeu09ds43tEM9Q/X/+8ff1GjkyyMpO+EdzxdqjuT50tIsg7yhcYYSqdNMDZFUJG3wfBo5nS48Pj5yOB0Zp4lcK05pNt5z3Xne9D3fec+thi5VXIyQonA/iwT+QZv6KkU0lmAsozJclOKoKgcqj6XwWCpTFeGydZbNpmPTe/rO4a1pTiWNh/rnL7RNnBd+am1CxG/hfK9uXFWtnGujxU0lFbG3CzGvYjiF2LAZ69aC+GmKIF2lNhLiokxBGSsbXCmgDcbJlWvsIngWOlpphOIlHVi3c6BNEy8lg665CdeEr2etXnndplkqLtxr1VCGBdWQ06fWSXptU5pvOpbmoS2HX2ssnk+slu89nacnq1tWDYd69ngL5/8pd0OmbcIzfeIa11ZNPnlIt9dan6bo66bGk+BfUVYkaSlYn58v9ey5P2VwyDWuluvmhYc1tln6iQYk5cxlCmgCMcnm2/ce22m8syjAGkmZN8tURMk1aoxoLJZzZ2dZ+AVZyCgyWmesVex2DlUN5wg5PtHuUhJq4EYpoectNqqN/+uso+97irXkrAnpilQO9P2A1pZSEG92k5tgc6EhWHy/afkDTdfxDedtORZa0XI8X1flGT9vMljhwlKFMlhaNkktuRUXMj2rRZDeUtOTnWx5QgDkEZvKNivQlZJj4xQHKpYQAnMsIjK10liwzMCWyWMtz77+utl4aj6+/ry+2m9ANFadx/o4VRDaKhoCrQyKCyFUanakrnK12ZC3Fass1vVQJkjCbR76jqI0c67Y2cjQpdFNvdXsnKP3ln3nMApqSGhojQYMvlnBOhk8LDq4zjiskdA77zu0dmhtpdHoOlzMaC2CSOcsBYNHmuTlnjVtPdCLGco3rne25SUppdhudnjXEVORTKUipiIpZqLNUAJZyTlNSQZLxmhq42+XKhTmGKPoKFLkMo3r5LnWKoVYG7KAIBSpSOCtQhGDUKfCHEgxNY63BLOFLLSTDMRSmXJuE1KYU5bh1uJks7bnTxbKcnlUyfoJkXG8cLm8PEdDLUGHJcset+xBPGXXaLXO2Fl0o89wvD9/wMY+gOWqlnwE+VgkgtaKu161QBFOfCmCqlYgxST5L80ZKgWx4x8vI9M0M4dZ/r4UcaRCU6ustdY6jHWN1iu2sQrxnzM6oZXDGC+5KN90PEMrnr1ekPVMFQmTE9Q4P03FjVi0W2uIC+1N0dgCT/VVSoUQM+OcmINQwnNRVC2mEQIWV2KuxFQJMRGiweknkbU1CmcNBY01CqvBa+iM/NtMxbaf1Xott3hy20PMYHQL4tTN8v8b7ldj9fohluR1pZ6mkkhJk1Jueke5d5drVBtpWLWVEkU/HxK1DaY2FDgWcd4KOeKMWt8v3dAPoxcNEGv9Wqig62rVDEtZ9Ew7t9R/7VpXRujoKWe8ccQCSSW5FrXoKiXQVH6+2P8JrlOnf/l/kQzUkls4nsyaFaVdELUl0VZylrbg/jTxeJz48dMD7z8/8OE0c0JRnGe73fLKO3676fnV0PN/vb3iJiV+cTjBPDMej4SceWx6jLldQHhPNoZH1zMpww9FcUzwL7ryRRV+P098CZG+G7je9vzy7S3fv3vFq+ue28HRW4tTZj2puWTCop5vRWPJWW7+KGFCuooryksPY/QyBxUxKwpjMqpIUSmJ4YkpJLZJNk6nLf2wxXvTpnHmqSmwTmhlXUIZJ3SKlJjHCYxhe92jFHJR1sI0naEWUlaoshQh0HmB/UQ3osk1wyw35vJ9a52Ea6XcbgKDuL08CeF0E72Vdg6lORPnK21f7iQCUJVQ5ASuM7IxahEtPnmvLU5TbUtbIHNjpRlrUB/wVVMhd5z8fV0aQDRVK0oS2HFJidbGoK1Fp9QWAkE8YkqoEBinkcvlImFXRlKwTTGNmrfUXBIgVJRMv8kNdalLsdKQDYG81kbxJcfrt695PGWyikQylxT48dMnvDnw3c8Mtjvzmzffc3t3zT/+ayVME0Zrtpst8zgxt43wMl7Y7gecL6staC6Kq61hNpkSI4lIzRd2mw1/93c3WNPx5UNmvhQ+fjgTY2Ias0xeexFunw9nYqjc3e7Zbnt+9taw2+7p/DXe7XmXbwj5Hedz4XgsHI4z//SPf6TfWG5eD/T9luvrHZvNFW9f/4qcEw+PH0gpMYcJY18ukCzlWWDfuuUud3BrBhdE/nn3USs5FULO6BBRYYYoHyXN1DKSSyLlSUKRUmhiW1akTJHRJsruUxMogbGrMoQSSEXz4X7iPGeudKU3oIqW67YWVC1C4an6z5qLuiIXPGsqvqJJ1fr11y84UqnrGlefiRxLKTw8PqI4ojmgsVjbY3VHjn+HtZY3N1dsb++IF08wCtd19N6wT5H9PjBOE9ePnjgHpscjvXP8/NU1nXfc7DsUmekUoFYGJ9TPzWDagER0XSmLI8t2e0PnB4btNV2/wbgeYz1+6PB9T9CfuR+FguW0IWZxZklZkspLLphmRawb79upum7qLzn6YcP1/gbvPb/6xb+j63s+fvzC+XThh9//xOU8MdgJVTSzkv0gpUTOGe8dzlms3bHZDIQg+iptNCknjqcjD4cDm2HD27dvJJhvuyHnzOPjIyEEPt9/JoTA4XCglMy226CrYjxfJKuqrXvH2MwXjIFhw6QtcxTtRaozh/PIwxjop5nLNLGLgVITaU6MpwPGGPreo0ACascL958/83g4vPjcDa5KgGiY0W14F3MmtxQ/rVuBjlqbDQlYfLq/FwR8odU+HbIOqDZ4WWyDtVJseofzTqh0GHabQezxW2OWQuL0eOR8voCC48M90+XC6TwxzYGQoiDhurY8CaGWnscLxg0Mm2vubr/nMj7y5csPGK3phw50z2Z4xdDt0Kp/8XkDnjlL8aw5azb8MTTDkwmN2O3mHEF7hv0t+/09d9cDXx4zx9NF2BK05sBaconcHwO1wPvhQCyaEIWl0PnGTMiydk0tE+3hOKJVQldN56DvDEp12MERijh0nU4zThe2rtLryt7Ada8ZOouzWrQPVFiclUohYxitoyjNsdtJqG58eXPrOkh1lkTtIGu5NnIdPTycOJ0V4aLIUTGdE2EuaBtRJqHdgN92T3boSjMYocXGkKm6UpTQzeYgA6q5KGyGmCasBtuCR70ydFrCpamiu8pFgU4orRiGHmsNzhm8s6twXTeWiDYWY5yEelqLKoo6FKJNdMi66Zpj6WKe45wlmL+uwf3bEI3pTLaC76jmhLS6NdAmBGsHJg4C4yQ2mMdx4jDOsgFrQ+ccN9sNr7zj3WbgXWd5bTW7XOmjBKKFnDBZHKsqlawVRSuKkTTZUSlGFMeqOFQ4lMKByqVk5prZOs2m92yHju2mo3d2tRxbBtO0jleU+qxcZw3NDUNel0wQXr6DLBvv06L2fDNXX6ENywR4gSKN1S0hVPjXYlkp03vd8haMbZOjtkAaa9sUQG4wY8NqUdfmnu31t6l/K9ilibHUusDEYu3a7lRKWZ6LGAIs7mJPeAPSxDzjc377bPkZotFQFKFNLSiGWpGKytMbuySjq1W/IdSopUlYUYX13z1rPurTY6/nSS/+3kZ6mpTWhqXy5MBSWgWq2o0hLmFPr+UJSVs2tLI+zorMNA9x9Q1nz3oRIlpnRYSplKCDGcYwMs6OlMI6ZRcbXo3TmjjJxpCzCMJTjKQUMNWgbIGaMUo4s0aiSylWUm+9l+vO2kq0jYtQm0WyEjcrbYqECs0SUJajbbC3XHPeezQDtu6Y55GULoSQGMcZdGGeLMbkdu2JJedyfhde8V/riPHfOv4c0fjv/swzRGMRVJeSm1BFkqcXykRpuRryuTSnkNaMliwooWpq7nad56aJmxLEophCZI5S9NZn95o0FVIiLBa1z0P7lq//rc/PX+23NhvP0UBoZrcVUhFqkfQfCRMLWkXOl7Ok1O+3oB3KeowbUGRUmUBbipK1K86BpBRmmum9Zzf09N6y6awUFZ2hlkrn1OrUZxryJVx4mWh2rqfrBryXMEDjOrT1GNdhnMfYDmWcvB9FU0si5SwTypipNYNq6HApbe8QqvBLj02/5erqmq7rubq6xvuOw+OF2UZYhOLP0FFgNZFIKQli1ChTxmRMG04tfOuc5VpwzuG9IIghhGZbHXg8Hpmmkfv7ezF2uSq4phO01pKNBZMpQKyFrBTVGDKCAodSCKUw5Sx/zoW0Ir6JWArTNOKco+89pRbmeWaeJ2IMjWr3skPxRJXSyCBgRU/aLaJYprhPu8o6Pv6zgcKq7f+3luBnW4Xks9CCO6ugwi0BvbY9Pc6BMCZyLdx//sLldOIyBqYQmeaZOQaslom8UpL9EHJiSjMhJGE1VEOOgJUntVCXZeD1jYYrLAOJtn41tFnwhlYUtXOR25qljME6j/eOzgsjojQL/PVcKkFEQiqEWJhDJi9rlHq6ipe1QgxnFpZAWQeZC6rYWYcuBmet1ComY7Wg60ZJqLKqTUHaHvxJYyJ1T66KjGbWjlwr6JejQcos95ZY9JZSsA0tmaMg2zkZctKNHdN0q7ohL+bpDAgaqlYWSBVSi9jNLuhDq11FD1bEMYqmi1SLw9nTBSsWxc+uD/X8va4U9aTBedLhSB1ijZVbw3fr1yClzGKKsGhM/0fH39RomBqxKEm2tY2zaJ78gtEyzUoVPj2ceTzM/P79PT9+PnCcZ04x4a3j7c3Ar/YbNm++461W/J1R7OeRNw/3mMtIuf8i0eshrCEtSWlG35GVZtKaWWn+lCvHmvnXrHgs8Pt44TEnkqpYZ3j35pbvv3vFd6/2XO87OqdAiVVgVmINWZOIiMbLiNWmeX4rtl1HzhpbAqpaequYv0Gj4YyG2ny5UxKb0HYzGkMTqOkGxUq36TvHdnAMXktHrzWXyyROBka2s64fhO/pM2EOTLMUv67r10YDKtqJbkJIWALt0gqiJTRRV4XrB/phWJuF0qZlei2yVVtQRMOi1j21Qo0rN1yTaS+Z+Fc6E/y3jqqN5GZoDdpStW75Gbo1GFrE8GahePEElqsF6RDUY3m+YrnZqEDNEji3/ai0jVxp0Z5Y50TQaC0F6LXGlUJRMjFzncc6R8qZaR4JOZJqETGnMYKSNQSjIoiSKVbcp3SbntMW6VpbAynP7Vum8sZX9jc7jNNsr6+JqTIfAjlFPj98pqoTrqs8PH7m8fFBBHJdj3UdecpMdSTNifPxjNUVoyLeO4ZhQ4oVUsGS2XUKpSza7vCd43J8oBT4+OHMNCYux0LJSKBaUczHSJ4LeYzUVEiXC5FMms7kcKb6AeiRLAvF6XTh/fv3PDw8kGLichZ3jnkHXl1RgqVz98zzzA/vfyTlSCmJ+Rtyb75GNOT4uvh+Vpw/azakjJMNOqbEfJ7I00Q6XTAkvKrNmjo1RCPK/dvcxgTRUJjipTHOhoLiPEdihvtLZU4wVkdWhitV4elWaE9+MR8oT1SvZ+vNv9lgPKdPfWOToaw4xC3oTmPgrRupUk/ITcwTlIn3H/9EKoFqKpvrG7wZ6K/fUeYjxTpsjrg4sfEzG9ORQyB1G/rO8/2bVzijUUaa5q7LKEoLZDMM3SAi69yMN6IUL9e3bxg2e5QbULZD/pUC7cXtyw2Y/hoV5R2d5hOfHx758njgcLhAzXgjE8TSjEKU3NAvPnf/6e/+V371y1/jfUfne0qufPjpgVrPjebVMwwbttstzkoD9fnzZ47TxMePH7m/v2e323F9fYVSmq4TPvU0zQxDz6tXN9xc3/CLX36PcxJO93D/wP/2v/1nPn3+xN//1//C6XLmdDpglOb/9Jv/yM12z81uh99fMzlPHEdqmJhSJCpD1pVQIObEXApzKZxC4hgTu5QYc+Q4Xfjy8Jk5Jh6ORzabDd5bYox8/PCeMM9M87zSi15ypJS4TCMmV1BCRxznSoiQsm5heq3A+wvY6Xmj3mhBmFZgP60DQm9dCnzW75dSGc8jYZrpfYfZaW6ubmSglAuP9/f847/+jvuHe97/9CPH44FShQb0/sNHPn2+b1aiag0qNZ3BDY5+6Nhf7QjjRBjBe43ZWcl1CQeokRi+VQi5aDYhxVkQ6AS5Orq+F7qgE9o0VfQZ2w303nF3s+XVdcfjY2W+XGRgqUTrWkoi5ETMEaM1IUsOm2+UqZJTQ01is/fPWK0wSrcmWYaKXd/hgcFuKdpxPo+kXDjqA+ciIa65zKhwIZ4P1DTjnSEWmLPoWNsUCHImKMVns0epSPHfgGi4jmkMpJwZL7MI2Jt9dJwNzmqc7oUSpaSx6HpHN3hMJ+tkzmIKoHVdrWYdSz6QQUodhzeWV9sNXhlU0eRUiZPQ8xya3tgW7JfI1ZCKEvfRnMkxkYCoaJpjCVy2OpOUxaSETRFnLS4nNIq+61Bdh9nvpUHXmpIL4xxEoyrK2b/qPP1NVUwpmVJ1uxGXSdWzxOQKsUDIhfMUebzMHMaZ4xiYSiEjxfTWWa6c4lWv+a4WXtdMF8CGQA0zKYiD1cKLXzq5rDRRay5oJuCxwrFKRsahVM45M+Ukk1xnGHrPbtPTeYtpBXdZpnvLwrJMIhvnUJCZhhZgyEbgqM7qb4qQ1MvUnKUIqGsNs/DkfEvN9N7gnZaGQ6sm1JGpUowJY4T3p5tjVFUCBxsjNm4LvUprJRcpFYNfp22SF9IKnBwbn689F2uwxjQL1kpAiq51uq9aU0lbuKENg5aRUUFXQYEWL/Navq1woaE3oFcUY0Eg1IJcLEgHtU2glkbjCfFY0QkacrBkcLTcj6fxSuvq9aKbWPQwIiK3VqGqZJBUxepNX6mr81QptWVDLOiIXGpqRViKCL60WVEz2fvk75bXqL4hwCpXEfM77/Fdj/MdQUcylTkExrFyOl2w9ul6WtAEZyWlXARfgjpM44Wavdg7JrF/rEXCJZVWGKcxujJeRnKuTOOZeSrQqHVWWYxqdnxFbPOMBt0W/5qT2PvVRK1CX0yltOc6klJaKYg5Sio9RTb5GCVEcJpnEYWWxDy/PLAPWunx3yy6/+z7zwt1JddgrpVYCrHxk20tFPJ6b9X8xFfPC11ODNapWablpShyhcsMc4TTpYgIvLOShrWgZuppDV6fd2uAlj/+JZLx9et4PtH6thwNhTLimiYXdX06Y+3eXOs8JaLFOUwcz0fO44XLPKM7i+56VE3ovEGlALVZUXeRooVHPHjPpu+xRomrbzGAcMn7ocMaQ+83klmUBH1NWqhlvuvxXU81HVXZdfhTaOnBLXlelQw6Nx1dJMbURN/iiiiV17Jm1L+4NP6W4+b6lpubO5x1UkhUsVhWTdunVSu+WNyPZL0vpYhuZ55xzpLSBmsl2XvJw5Ack06KNu+b0Yeh1srpdOLx8ZHP9/eczycu4xlrDNM0EX2PGXZ464jWUWxkDjLZDm3yHCrECqHK9xKQlTAQqoZcC3OYhXsfAt45lvThGGPL/0gtHO9lx6KTQye5d2qFqhvqIPad1iisecp5WUZSXx9LU/H8Pni+QbR1fEE+kJ/LSX7/4kzlvYTkhhRJMTONl9UR7HA8oE2PMpbLOHE6XxqjYmk0wEVHT9cMQZ6GalppjAJFoeSJSOV8/lbegNREqrbzmEQPkkrGOo8xMgBZ9kBVl5R1sbPuO2l6RbshJ28Z1tRSKUnC/XIWapHT8hvTMgxp2WXOCCq+DF+XmsM05y86R9Wervd0nWN2htmIa1WpWfTDKULJ61BjbTDWmk+0SVFZUJWsXz7ME+ev0lDO1NZxcTUrxbQetSERDfnSjamy3JcLkrNkyWgk8Nii6HTTkiiNN0Z0ZUpTm+dETnmtg7RaBsFa7msURsLP2il4Qi5yKWiEmSCvQ6/nR0ADg1PSMNmFsi/4crPdLg1d/esWu7/pDH98eGC7sXI6tFCNvJJEaa08oPlwOHMcJ/7w0wMfH85MsRJQdMayc5ZXxvBGwytr+bnz2OMR9fEj4+nEw8fP1CiOMhqNc/JmWCvF9Fwr51z4nSocUPyuVg7AT3PgnDMzCXTl7m7H1X7L3d2W7d6jdJFpiYbY6jbvLM5oOuuIWmNrEQ91uxR+cvKd3qAV9EZj7csRDbHwE860PL5qXDcaZ07x7s0d1/utBNtYzfHxnvPxETqDtZ4QM/HxQDeJ5V3Xdez3uwZrGVTXcX1zI24bbToeS8YozWZ3JRdgE4zHMMnCPl1EtOoc1mpc5/HWNIF/aRS23AR7YeWjV6XRpmvTO+EnKwIojdUOUxXJdKQCh8O3FXwYI6iG0iwOVHptmVSjLDRRvxL//qUxEbTCtAVrmVDVtfFYrHBXgdQ6ndZoJfkSrvO46LDOUZWi816mNs5JiJKXbBJjRY8RYmScJ7QxwkFlfWBpOrSGuvDpjbjMEJurWIOQq2qIx8sXwY+f3vP9z3/JbtNxd/cOXXvGh98xxZnTIUNSeHvhfIbqem5ebei6Db7rIUaIga7TDL0Ub2E8oXKHN4ppTHz5cqFzhrubAVQlTIFzTHz4p/ekVFFZ/Prf3l7Td579TnIMtHcoA31bNOM0CYKZZnI4kWJPypaHwwP3h0c+fvzMw+MXrFP85je/IMwz59OF6+0Vb199h/EdSst0MGYYp8jnzx+Yppen5a7BR+qpoHgqmOtXX6/fW3QQMjYla0vUnkuJHEeIY2B+fKS3letNRavSaDZVaCos8LVam9bDJTCnysfHzBgKp6hJaL7/9Yar2z39dsB529CMZYjRutq1wXj2d+vnZzPcZ4jMklz/LY2GHzzWSAE7z6o1U4uNp5xNcUeRoYpWhlQDj8cv/OnH31Mp/OaXv+D13W8wvcNut8QwMZ0fKXEWh6QUwHZ0zrLtdlhnsL1DKSjN0WW7GUQL0A3yO2Km5MLlMpFypttd47oNISMUB+RjjJGpZpLSDPsr4hSwdQKtCFEoPiULXaK0IUvNS1MleQkvPX71y99yvb8h58IPH3/kfL4QQ0Eri27qgsv5QoqRu9tbvPcYK4m/0yQUpK7rmKaJvh/oe9MsNw3D0HF7e0vXeY7HR0qRc/H+/U/85//9/8PHTx/519//njnMaANd57lcRgbbMfkN2sMcJZz0cDoyns8cDyfGccZttphhINCmpr5juPMMtzcM11copzkcH0BpvHf4ThyytFbs91dczIkvnz5wPp9ffO7uTzPbmwkP9J0EBN5d9ZRq0FaKpk2n8VacyNRTbfVEo2pfrPOpZ40y6/253F5PxevisJZiFHF3jCijMMrgOovtLO9+9obNbsNu03E+ndhc3eKHLf/pdOZ8mSi5hd3V0vKXpGG3ztANnvPxgfcmY03mapPo7Ui9/IGHc+D/+f/+w4vP2/L8F0Q2TBOX8cK//vATl7Hw2//w77m9vaNrdYYGShMFG+W5ur7l+tVb+h/PgKGkQEozeR5RcSbnyBQS06y4zDPbwfH9rdCWPpwCMQM64rTi+1cdu97yeq/ZdBVnpMH2XSf6yH6Lsh2vbveoktF1puaR8zkR5kSeJ/L5SA2i59XrMKWd19o4SbXKOS75ry6W/63j+DC2Bioxz5laKnYjduzbfsfQe5n+F8TFTIOxYuITQyKM89MQVyswBqtgqxWDsdz4Hm8s+26ACilkcbmLhaIyk41S5iCh0r0xopvSnlwNvRFnU4zAys4IilmS6D5KCtSURbthDV3XAYMgWFqhiiKlsDbWpdnaL3TNGP+62u5vqmLGMKOtoBnSaFRyK/sU8gY+HkceLxMPp5HDeQJlUUoClbZasdOKK2AP7JVwdsM0Mk8Txym0kJiKRbFtHZprXvGhIkgG8EjloRaOFc4lM5UMViYWm6FjvxsYetealeY+8TSwQ6lmgWbEU7laSYTViw5DSfGqrMEA1miseTmk8eQE8+SIsyxkrqVm7rcD11dN/G0MYTpxOT39+1KE26002FmvwXuLBkFrJRdRKZQgkFotULXCGIc1Gl0K6EJOgmRoLZN4ETobCcBrdJ9KWTUhC2dyde1YCnVUe01LfkdFGen0bdUS2vit9NFniMTyOwUFX1Ci1f18vWmX6Q9ffb3CCjI1fv7zC+qwvO+qSjtj9IocLV7hzjnQGp8zKiXxSDetEaq16RqeUnJZJyvtz7W2LA21FoWCnEiQTmlTbbVqOF52TPNMyZLV4WyH9wMo3RCAQpgr05SxLtE5tabmmiYI8942q2VNziJuLMZAuw5TmnHW4ZxwkecgNMTHxxM5VQa3QTvovWIzaDZDGx54EfJvncdqwyVnYpFJTs2ZnCMxTUzTxPk8Mk4C5Wul2Wx6tFLEKeGdp+86sI64oJVVklfneWaaXt7grrfrX4ynn5DI9hVfFe/rjy9ImyZXTSiKKRROp0D0En5qNbiF4rrQyKvMWMW+F6ZQmULlNGbGULlkRdGgrRRrxoplo0zHWCdXXzcaf45kPEMYnn39hIJ8G6JhjMY4A7WSs6T1QkNGWfRcT5kEWulGHwucLyceDvdcplcUKs5YvHOgNCkG2W18FLShiOuUbbTGrhtWypbWin7oJWDS9+3eTeRccEVDSoJW2ObW15pEqfMqJQl6r61F6by61+S8uA+2xrIuU21BHWQy+PIFbzPscNZDjYRZxNxLKOAyzV42+cX9ZxnGLflMi+YQFle2ZZDScg6oTJMghIfDmcPhwMPjI4+PBy6XiZgCrhOUdkEbYkxEpUULkjNzENH1ZZoYLyO9E9Q0KUWiobzOYL3Hdn41XVkMRlwLrQVpaGJ0LNqAlx5zFJ2KtRkae0IZyZ1xTnI8OqdwRtKjl0Mtwz+A53szT9vH18gG672yUBIVaqX+lJa7JDXHk7ZvGAYqkOYRpzW7u1uG7Z7dfi9FX3PoFO59JldxeEIptIVaIsMwYFTA24LVhZovxPnCpy/vX3ze1tfTXl4ugmicz2eOl0xc3MaUnNNlobFGNTfCjq4fsK4F4VbaoFJCaVXTbSzaUw1se0Wuin5WaFWxWuGM4npr2Q9W3ie75JwIq8A2MxZlLb5z9L1oQ5xtQaVUySSKkZo1Csu6ED5/39b376kme+kR5tR0JWIxLY8ta4HRFmscuSaKKnIdrCwF2YdzyixZZsvT0UphUXilGbSht46995RcOc/iCJezDDlSaU5v1FVXbJTCtkGraU1VJlObgY/WWsIB2/VVstSURjenurrUy4Lvrq4nKypS1o//KcngHx5/Yhdtm6BLe5FnTc2K82wICX56OHEYJ2KqUDQ33rN3nrtauKVyVSq3tVLjyOfjgfvDkd8/njiOIz9FmaJrKhut+aXxDChuiiah+L2CRwX/PyXNxocQmIpQFZwzvHlzw2478Kufv+L2esvVpmPojAQ3LfZoWrHpO/abHmcsnfHkbIktzChkCV6LKQlFrC3kfy6y+VuPnHJbsMB58TuuCEf/1d0V+13P61c79rueYegFWi4zWhXmceLT5y9yc3WdpEU2Woh+5pKhtcH7jqUSqoBqjkpCy2uT0yKLRymZzXYrxbRt9LQYSONMmEdSCKQYxZq0FGKRdHLTHAqc6SRwLEVqjVAuoDXaGkw1ZOupc2aeX+4kAjTrxSYAb/QpsyAR2oBe8jRkM1aL8NM8o1tp02yCZbLxlCKum/C6PaacVaCgS8UmQTKsE1F8VdAPA6YteKksKIQ0jbkULuOFClII97K5LGYAakFgkImvanxgUxG3qTY1KNAcLF6OaHRm4Ic/fCDFwniM1KgpSQTeMSXmJBQf3abP4tp0zxwyNUSUtozTzPE4olREEbBOMWw1trMYP7AZen7+8xumaeb8hyOZiTleKBmudpZuUPS7xLAxbHYW32muXt3iu548VmqsODNQIji/JxfNp8+PhA8HvhxO3D+emKaA8xtSzIQ5Yqzl9vaK/X6D8YpYEseLNCaKirea681A9w336xJw2GTV8s11BrHY/LZjVehWQGg5or0zaOtQzlGsY6qGT+eCOVceDtLcXe2kkRucXJulBXEp7chFMWfFXCpFe7AV3zm0teyu9uyv92JP3OiSVNZm66nReBKFr8Xx8tWfIR1CQyuUXL8lCkL83XsPiPVnzoUwZxF5NkG8XmiPNMoDQis4nO6Zw4XOaTZ9x9vXb/jNL36Fdj0oS40zxXl0DrhNj9VCOXXOsd3frQ0/SsLvlIJQFTVD0ZKHoDceVwvVOqI24GXyqVIStDcn5pgJ1TJVzTkGHk8njucT03gmxrnZK6u1iNdGXq9SmszLs29qVmikmT8dzzzeP3I+nBinCW8du+2OvpdMihgiX758wRjDq1evuL7Oq/uU9+LquNvtpPnOmfP5yB//+AcqMn2X9yXx6dMXjocT0xhwthPkt2RyrHy5fyTOmTxGBudgGiFFTocD4/lInGZqSmgtU+eqFHmZdluL3Qz4Tc/2asvdmzu879lurxsaf0WtBe8sw9Dz4f0Pzab3Zcc8zZzPJ3LObDeDIDnGiPlMJywBa4TWwkKp+TN0cmX01eXrJzH0Qhlf7OlrFYOUmqXgijGJ20/KrWEAihJ6i1Zc7/ZcbbcMyjJtR65f37G92smgoNGRVUPqAQ6nE5++PDBNM4fjkaHb8/r2ezQXOvUZQ0RnIZIb9/Lz9vx1Vqq4UubSGt1ITNL0OO8ZNkO7drLkohjNsNmy2WxFy+E8ZNEBuhyxNZFUwVm48oZN37Pf9bz77hpjLW/fdZSqyDljdOXVXuEt0jwohdGOJTerKr0O55w1bHpL7y29N4xGQh9LiIRyIkVLjQ6KR1Un72epomdr00ZFbXkmL9fyHR7P7ezV5uCkxfQkVdJcCbqK8UfJMoS18tvlMjcY7TBWaiZbJazUlIpH4XLGq4TNFapcR+PxQsyVKVWUNlivxWqZhEXouWa5ToGu7zBKk0gUsiB7NFqaBusdynn63rPdiDOVd05qxuYUmJOEapecZTBurQT5WodgwP/j429DNOaLeDorhdcWhSKMIq57vCimCPfHC6cx4IzFasOgFFfacJPhrmS2VDYULjFwnkfup5EfQuAxJn7IgmYYVdlR6VFslHSHGXhoDcYDcKByroVYC70xeGO42m25ud5xe7Xjdr+hdwpvBO4zRuGMxhnF4C2dM1htcFr4jlqJmC3V9MQZbF3vQnX6Fm/+1WaSRVQtgSxKQ+cdQ+9bqJXCO0vXe4a+Z9hsmsg7SEHYSYp4zAUVI/MU1uJaJnvdV806tAlpbciCGPzLhl+LwO7eNZiiksMsnutRvM3rksS+fLSOXETSnloMRckUsGbhEyojFCeDRelK+j9EoyGvg7VAeeYK9RxdaV9Ls2FWxINFk9EKe3nYZY7VnKD08rOiYlct4McY3TQvjZtqZRN1bWGI6amzr7UKfK4mYkpfIU7yu/Q6LRP3HXnMZfPSa4hgbiDOy685pSyn40iYEnGWxe+5C9Bqu8vieJalYbjMOGSqklKWa08ljI6UWjCWlvDr2W4cu32HMhVtAd2mIAqMqxhX0TajTUbbirGKYdPRDQNzSaSlwNUyDQ6hcBoD5znyeBw5Hi9NxLmEQGbxPvcW48S7PJfCNE/MIVBrRlHpnIX0DdxbOYN/+c3nDWoDN+Qaa9PY2tCILIiVUi3rxkqwVagalTN5LgSvcd7grUxYxTWnIVwYcpGpX2konNZIsKaz+M7TdV6CMhcnuXXK+jRthaeGYvn48+9/NZRa/u033LMLuqoUT65HSX5XKU1DpZZTWhudVL4ZomhsDsdHvjzcs9vuxfjBOIzvxX0lR0wxeJMldM2AMhZtOzFPaGGecmk1JLhWQRtUpRoHSgStK+L4dELICXHJIZPQhJSZQyDE0GgDYo6xoNO6aSeeINFv6NIqgFxbYW6BeXMghshiKelabsHi1LTb7ej7vq37tZ171ShTtoW9iqvU8Si2tXMQtDPGyul4IoRIymJgAbLHUBXTHDFq5KgM0VpciuiSxSkuJVRrGm3Td0UlE1mMoOPa2rbHSJHa9xuu9nusFepUrY0ZkYJow74h3TWmSAih6U5kYGmbK15n5M+LG/qSrcCz9101BHoRequa27X5LB+hVoR6A9K9ZqiJWlQzeEjQsnOEmqOawFfhrUFrS+w6dKnsho7dpmu2xAalbbNvlzXGGMX5MjYUSa5fYztMzVhlxVI5Z6rKfAPD9qtDrRMKmXbnnMltcq0bjatSG8oidGFjXVuH7KopVM1mW1PEtt0oOiN5TZ23bAZxq7qy2zZck3V73zcTmfb+aJ6YCXVhLrRr3BjdmCaqOYQKqpRjpKRKzYpazbNi6Gn/Uysi2YxxXniEObXXXHFOXntdUNGmTSl1UX4ht3YVxrnUgqK5MlqjS0aV+sy9rqBzFra3jpSUZfibJXtNmUIqYoNudKGNYzFqWU0FXXZGMrIyT9e21hp0QSuDRkwjur6T3LQ2eCx5cU9sDUdOLeetGdUYkRr8NcffdHlWFaGKCPg4ZkqC41Ho3JdoiUUTQ0UXxVUt7Cj8oirexcQ+BHYhEEriIUd+SIF/jBPvzzP/cJoYc+ZBifDaqkKP4jFFOhQ3SlOAz2hG4FNIzAjnrbeeX7x9xX634be/fMft1Y6brRcvZSV2cd4Z6b414migzbqx1yIuF1qLa5zXlVTF9kshlCKrNYO1kF+++WprKVXsaWMTEfadwlnF+fzIPB35+PE9SsNvf/tb3r59S7+/4+f7O7A/ckkKjCVUSw6ZNAW0itiDuDm41ole71uoYYooEMhYa4KSWUmcJGBxGk/UWvF9L3SW5uVXY6bMMzUGVE7UnKhZNgNrdAvQ6rFuwHc7SpULsORAiTLVE3qOeGMrVdYQwpceRS3J4K2p0LrlYyzUBrlhWZwqmnh7aTS+okgpKTaW5kMQjUatMs+SwqnoYjHW0/UbYm7i+1ZkGKtwWHSp5JIoucjiUTPns1h1DpsN/dDT9wNdt2mFgPrKolgWbS3IhRZhbFUi5qe01/XCI02Fy2livMwc7i8SupUr1ndcXe/Zbj2pFB4eD5jJoazlfAlcxkhtYmtrREOUkfCtVAuYwnbb8f3tHd47dvstbvT8LPyc3XEiMpBSbkFpijHEJpLXeF/xu8RQKpoN2hkeH49czjP/8v53XEJiioWQZDFNRaGNQ2vPNJ45HR/pnGG76TiPJ46XI3PMfDxOpBiYT0ecVrzZb8iqe/G5M6pDq75pNGgdhVTHTvcSIJhkQwlzaBqmmRgzJQm0LTuGpu86Xr++pvcOqw3zeeT46RGjEVpVBh0FRYtREsJN05zU1uzut9KouG2P85ar3UDf2ad1rC5oxbKBPt9fF3phXVGO9v8TwtF+uCyoyIvPHJwvR+Z4arWYODyVbClFNfoELJol1f4ohULTxVT48OkDKWUeDwfmGNlvtry6uUEVoXta7XB2Q8qRh+mIjpFj/YIxDt9vUUqvjX4qjca4hGG2gmXbD3TOiSbOCPKLUlzOZz4djsxFMxbN/eOBzw/3HE5HYpxRFIa+k8d8ZltdaUjYNzRpfTdglExFP338yA8//Mj9/T3TLFz3UgqnGIC6Um+tdWy327WhWGgP0zyTvnwhhMD5fME6w2bTAbJm5ZS5nCOHw4mcC1Zb7q5fUWvlNB6lsQemlHm4nHBKMeSEq4Vt77ntb1GtMba3d5ira+5DIIQgjU1MhJxR1tJvBu7u7ui6gd32ekXgFdB3Dq3h3bt3jSP+suP0+Mi9sUxdx2uf6DY9btvTWYMLBqP1itSJKcfTv1XLd5ctodFZ9PK+IjRx2WvFWtX6DlsGzFmck9ThM2oMqMMDKmWYPRiFcoLWZSGsMD3MjFNkyzUpbLC9Bq9bs2zXfe744xf+4e9/5P3HI//1dz+JLqgk9gP8+p3GmoRzhdlpXr3dv/i8QbvnF2h+KcbbwK6U2oJoQbeBmPy9alSpKk1WkQ/V3C2NQnJlrMI4x6ubjl/9bMd+22G8x3We6+t9QwFEwG+XdO05UXMmBWnsVZaBXZ4DVWdynKDMKBIy1pQiO+VMbC5OKghdCf10T9BYBLUK/XqxdX/xeUsF19k2VFkQjUxSyP7d9KFVIQLqWiVHK0o9ZZqgXjK3wNSKSok8R5JzYh+tNTkmQkpcLidircxKoarGxIzHsusGlDPc7ndYn8hBMxWF9aLPctagjFqHnDWJrswZh9UW1zn80LW/b1qMGOX8NfTOtaaiNCW6bS6pf83xN/bBZd3IQqjEUDmN8ue5QKqisjcV+lrY18o1kduSGaaZfp6JKTDmwEMK/DHO/DQlfoiJUCujEomv14qpbTpOKQ5t0nCsilgrY85kYBgE8rm93XN3vePNq2tur3YMTguSgcTa987incEovs7CKGJbCLLRFbVw3MC2jdA1XqLTmmReXjCvXXlpSZuURkFShHlmrpkpzKScePXdO65vC9vtwNAPdMMR43pAE6si5sIc6zpRsVrTeUvvK846lKqQ0xM9wVSyTmK5GQTWnOcZ6uLfL6gRIDzTlBrykVv4nnTVpnXe1orlq/GdUH+KQ2WDwGhS5EhxJoWW+ob8kXb2ZMqzNgeLg8OCXOhGjVo+P9nire4gzxGpVYfTOM1qATeWn2kTgbbZGOex1rfz2RxMFK2Bql/rKKpM1koRl5UYA953KCMX2MKyeQKcls1No0r7XJ8QtG9BNHKqkiIcEuNlYp5mKmCcoxt6hk1PjhMhRGnHUmKaEvMswVpxTmwGh3NeIGuaO5muOG+4uhmwzuK9iOT313uU9dwcEiFENBLqmXITyWnhL09zxTjw2qKVY05wHhMfPj1wfzgRMqQCyniU8VjbYW1hvIwcj2dib9G6ENLMFCemmLk/TGIbPZ4ZvKO73bVr5mWHwqGV/ep6WBAwozqMsjKQKEhjMUOcIiFATqJnsg5sJ4nnxsq0O82Fs7VMpwld65r1kprXechLMdy2T+XQRtNZD9rQDz22d/jGOVerycDT1G6hBiyvZP1r1F/Spdr7yvOvvxGATHFuVtEVqmkTYEGsZE9XKwLYcF0W5JhGcThfzu0cOvb7a8LtHdv9DlsrtjkCFmOoNTMlkXHPTBibGLRDKcPUArRSET1a2/MlyAqFsR5lLLZN4CVlVhFy4TLPTEUxZs15mpjmmRADOUvT4qyVpomvtX9i5PDywkW86mWjP58vHA4HHh8fmcOEcw6tRauSc8L7pqlqa/JyCJomPPsYE9M0czwecc5Qa2yXcSXGzOkkady1VJQy9N0GQF5rSdSqSLUyxUikonOiUrkbevbOYRrdh80G+p5TKagYKO2+z1WKPWuFHtX5nq6TcLlSqqAhxpJSx2a7JXyDhfw8TUznk5hKXDyoCWM6rDeY3Cbji/b3+draiitpPlp4WqMAL4OqpuChiv+8WKaXjmom6uTlZ8Z7yjhTp6NwY7KmGoX45MhQs9ZMPifSnMnnmWIGataQFarRcZUWlCwcv/D544+8/+mRf/39e6iiZZivHW9v9viuUBxkrRiGb7O3XR3n6tNasKx5S87P08bOigy0r1g4+8s6pJWwlKwStLbrDLvBcrP3bAaxndbGMvQdxmhK0StSQq2oNJOrzOHrsxyU3HKqpCZphtTL/t2eV05FzJSK/HtUWdELVZ9ex6pD+Ib7VdYx9Wf0+gU5WXSWyxOUayjnQs6qXfvN6XQZHDS6fknSvBYvrz+rQkjirJhrJVmFzpqYNdoUtO4xStN7T6pG8ueoq9OVdaY5XbW30IDKYI3DGYfxFuuetQMZdBbkri45Ba2pzClRF2bG/4xGQ1tLKZBi5eP9hcsl8+VcmZNi58Ebx6uU2eTCz3PirmS+SyducqKGQA6B+5T455j4hxT5z3FmUobkPJ33vN5tm3dwFfhxmsgp8/F8IefCFAJoxXbb4zvHr3/xhv1uw7/75RuudgN3V1uGzuG08DCdlk3EtzyJBU5aLcXUsy25glHS5FSaNR3glMYohTdQvmEwr7VAjKVWUBmlhBNPKZxPR0IIhCwTxQ+fjvjuAecuWOv4/PnA8SQpwiklYopMcW7FrsIZw9DBxRamSUoUVYVP1zXL3OvdIJBkClDSujHGMDO3TlwBaQrkOZJjJKfcxG3L4iNWbtMYsMWQ1Nis2sRdyBrZpGpVmFwJJDKGYdi9/MQhRdeipahausHaPpqCumVlLLONJ2Es8rTXYMmq9KJmXwtHtfylhoXTrhAxl7GeftiScxHhbUYEZ1mhsGI1aBwLNU7VSiiBGAPjeOFwOmC8Z2Avha/RKC08WLVMdyUCZ+V819qgzbokLL/sSGSubvZsthv6vieGyGU8UUri5tU1u21HZ8Vi9vPDPcfTSWqtAtOcuZxnYirEWOh72Gw3oD0hKQ7HkfiHH+mHgdvXbwFLv3tF1ZHdXjFPgXm8UHNLvUYzhy2ldISwxcw9D+eJEE786Q8/cX9/4DxJgFVRktx8enzgfJ7bJFzQv85rUjJQI9oorDPyHKeIUYqbXc9+6Pn562vKNyCQTu0xtWcJblQrrAHzuZBz4HIKhCkxXmZJim5CUNPMF8SVxWCcwnWKTZ/Zb2+JU+Ldd78SKHwUB6MUpSgOUfjCuhlg5GIaCtbWKicF0XwBaqHrHdY1QbgRg+elEQdNrbmFNi0c81Yk6LV9WtfDWhsNQ31bUORmM6CdFJLzlAXpy8v5Uzy9K0IoUFVGWNQGdFShsao48fHLB0IKvLp7zWm6cLXd8O7VHbomTpcTqkShZgAqB8iRQ0hUkCTvWimiTpNwLKWIUWgVBU0sFes9nbGkOjPFyHmaOVxGqu3Bdbi+Z7vfMc7nFirX7JdLJaan/IHlHOf68iyIEAKfP3/m/v6ex8cHzucT03QhxEitBaMNKcm1Ngw9fd+31xShsgaK1qoZx4nT6cz5fObzl3u2uw2bbc9mM/Dm7WuOhzOfPvwD4zhRqxQ+3nq00qRhTykZ20ujq0pkyQupJXO73/Fuv6cm0fTMQ0d0GqcXYqu8kUKDO7C/2pJSouug73tSSpyOJ1mTnSXFRJjDN1lS5xLw6UivNf1hoguGOmuiVbJPKSX2yM34Y4HTlKIVibI264ZoGGMYc+VxrhymzJ8eI1opOiNJ811n8RvHD59uUEpx+HyhxIzLEV0rFyP0p5s7R9cpDAFFYjNl9FRInzoeDw73qsPdOOgGUAM5VOYMYTxR4z01jZR2H+dGz+qtpXfgO8WlwPHxG50dWQrvJ3v2p+1TBqOLyYAMJ5c/azQFZyqDLWyd5DZUX8RhSTk2g+XuVc/rV1u+u9vgnF1pyqlqarW0BQmlhf4U0qXFHEhQqXcG6x1zyqScsLqinFmtitsLWClXqlYchVoziQjVoGqEmlBF2B6qFMgRXV7e3BqjRCOh1Wpzv9kMgvRvt2z6gTlFUhGr9lSaPXZUUB2qunbfQklizVuTIDhVyZCwIrbRMWdCSWQkCLAoRQgVVSM59qAtOUZSTJzPI8eYuUxC/R42UjP3vhNEDhnUlpoJsZDjRD5L2KSzjmW8JoPn1p0XmZKqF+wOf1ujoWXDT7lwukSO58jDBeYEnfZ4pdmWwm2pvE6ZVzlyPY8MYSLEyBwC51T4GBI/5cQPMYDvsJsB13fc3Fw30XYlpcTZClR2uowkJHXUKM1159lve969vuH2esfPXl+z20o6rGv2a1opvBEkwjYK1VJdr5717ZBmQxYc04pQhTyOUyJKsqoS1MsLF62aY0Jdut1CLYlcM+M4MU4TqQhF6HSaeTyMKDWjteF0HJlmSVKeppmYEyHO0pRZi7eg0MRYyFG4jqrKjT7PGueeCeGqQJtUmTrklEgxrMLJnLI4riShzpT1+TZILVciiaoj1QasEuhNo9HWL68WUsUEhbWIa8w3HNLjqH/jo32/EW+renLfqUryO5oulKWQRyFTKWDF/Zbvt6V1XWIbQuJch3Nh5ZvLgpyhTbyl2WB16qqIc0eIgWmapDBhhXkAsd6TTAWhlqxNj2qp6+35fgsWVCgMm15QRi2OMeakyDkxbHd0g+dq29M5w/EyUcpFuMZFEVNhCnmdcGtr2RkPGBnWzZFpnhh2hX5fmjXyjlwTXT9R60yYshAOqoaqyblHKU+MHhsdh9OFcRz5dH/ky5dHSWytCPpjNOfzxOcvj8SQCSGz3w3c3e0BsXjURmGSJjeXIGstQ9ezHTqud8M3NRqaDlU7aVIbZ161NSSGiRgy52NgugQu55kwLYFtFe8tymsoFo3DWRGjdh42m0qJcL2DOCcujxdiTFxOF/Hgd8vjyPVQijSeOeeW1CvXUgoAVZx1MA19aRopWtGktFADVORJdL0Op9aJ7pOXe0arhFIW9Q3OSb7zaCvC8hjq6qK2ijOqnOGqhLcsRTqN1iB3SKmFmCPH85FxHgkp4nxPvLvl5uYaXRJlmtCq0LchEqVlXYRArpCb5XVRQsswrdGYp0rJMPQDxljRI2hNrhBTJqTIFAJG++agJaFlxllKlnyXpal4bgW8uLR8y4Q05yw5C4+PjOPYUrsjOUWyVmAW98GyOuAppSi5rNq/ZWmckHMh7m1nsW5X4L3n7vYOVfWaJg6glJa1XBs614kZghOzDVVE3Lw0VJuu42a3JYUke46zVC3r2rIsKy3XQAiBGGOjqIi73eLgJdewIuUk9rD55U1aLRlTZlwGO00YGQ6TLWQj66mpen1+S5OBFiGvWXIO1kZDU0Llcs48nBJ/fC/F/NJo9L2hGwxj3aKVYjpEVC5cO7Bq0TIqdkOHVxqtZgntTIUaCzFZgtakbkANPegduC05VmKAHEfIFyhClZNmI1IqOB1wxtBbQ1AwjS8vltfz98xN6Gki/3wPetJqUp+aDdUoT84UelMotpBNFayrGLrecrX3XO09u61Ha0OItKGHanlcguRpFIVMSrVl1ZR274oeIKaEKgmjKmpxhNSLOP9rNEaM7Qumyj5ETUJnWqnRCUpCfcNgQK6VJ92tNKCeruvoOsmrSdWSUU23kckirSEnRdGaYqAWtbJHFsvd2tysSq1MJbVmJYvuTAtQk1MlK9EuqqrW9SmEmWkOqNScVI0MXMyiOUXWgsVSOaTEnCLeeWpXmyOrXRHm2j6UWqZBT3vHX3P8TY3GHANzycQgpZjRikFlPJVX88hNjPwmw5sCN/OFXQjY+QxhXMN9DrHyIRQeqARl2PYDb767Yzv0vLrZNvs7S0qJwVvmeabkZkvoLF3n+A+/eMvVbuDf//w1+23H9X6gc7YVaKVRacQuzWoJs1vmaItN23OXlqX4V1SB9ABra+MYKuH0JXHdeekhcKhMUkqRTVfClxTO9ZSiSVMmp8LHD/dMl7xSa1LKEgbURNzSPVusEdqKVhCiXAQpAjRoUYExYkOXasVZxWArVkNnFFZJmqqeITYHjflyJs3TWpxb69uUXRwaUE/BgxqhVFFqywRRraHyKF3xnRKawjdqNNaQoEXJ15qCSn0eGYCqbUKqJCBK0SZYbWdR7bqoC4LRHmvJSniajPAMXTD0w4ZSMn0/iHCsqmYvJ7aXuqWWK4T2VGqPbTaS43jhcHhEG4v3A32/Wx+76YnbtFwmMYWKrhVtpLLV30DXu4QjvhfRXmcMLisu0RCnzMcvjxgF/+HXv+Bqt+PnP/sld7dv+Nc//sj000dQFpTlPCYeHydCGug6j7WZL18m+s6y299g9A3OvcXYHmP2OJ8lL0ONnB4ytST6focznv3mFms9h0Pgy+MXjucTIcyEqrD9wG6zxXU9m+2eYdjwj//8Oy5zZI4HDqcDqEzXG3K2WNvjqvBPO6vZ9x5vFPvOsPOa3imyfnmjMYYvGN//BZpBhVzFKlCZGWUj2kaUTTLdUgrjCspKAm4ulZg0Kiw0pyqwszOoklFO1u2qKrlWpln0LLkpwK1x63NYFnmlCiHOpBLQtlLwbRNpFqdqaVjFCrUk4Sjn8mRsobXGNM5tLVI0p1xISZGSFlH6Cw9tvFy3qqB0ASWF8SLIfv6utDyrdjzdq1UpcpV1LKfC/eGB/Id/4Twe2e429M6w9YJeaycCxt2wIcbEv/7wI1OQvarUKonjVTbxWiphrOQMp9OZbd+jrcL3ntiK3Ms48vnhC/tbw83+luv9npvra1QtfHj/A5fxwuPhUZBW01qlIk2TRq801JccKUZimMkpcbXfS4ORIhPSiJaURFxtHX3XsxkG9tsN282GrvP4rqPvOoZh4Hy+8Ph44Hg88eHjJzbbgXfvvmOz3bDd7DmfJlISvvp+f4VShs1202inRfjuVRqEzjmMsvSq4HOiekcwhsdw4ny+cNKas1JMxrDZdtxttvS7Hb/4/uf83X/6D3z33Wvu7l4xDBucN4Bl2HQN8XjgcDjw/qf3PDw8vvjc7V9tiU5zoPBf54SbKxxlCuuUmMwIVlpbuNmCry1fi6h4AcqtgkMo/HROfLkU/uVTRmvD0HcoVYBE12t+kTWDV9z5hFOVz1FQyM+TJVXN1TkxdIq/e52422RIEVsL/9/3E79/qPz7+5FffnZcvc5cvdKEaplxHGaIVQpLETxryLLvV4RFcNX16Oy43l2/+LyBWO6eHsXq9HI6Mk0zu80G21murvbst4OkfackxWyt5Nw0YSXhmLnxI7/YX6hDouwsOSrirLi+6vjZu2turrds2/VlY0YrC1kQ3TBrcoFxlmYznE6UHOh6EZz31WCwaDVjdcV1HrxjGE503QWjWzRCo2Yq2nBZZWodRUMSMkoZyZJQhp2SrInP6uWD0OvbnTDM65PRgLWimdVa1mpjNU55sAWPIXaFnCq97+l9LzWahTqN1DAj9ZvQMmOQgN1YEqkWQjPTUIuFbtGorJjGiFaFKUSxeS6JUpMM+FCcLhfGeWKapZlQEgMk2tJc1lqo8x05ZawxdNaJo1oUB9aaC7lkpjShUFjvCOGvq4n/pkYj5kRJlZjkAtNK0alKVYWrFLmpmTdF8bOqGOaAnyfKPJLnC1kpIjAmeEyVi1YkY7Cd5+Zqy3bo2O16eYHeSwFMYXSGy3imlMpuu2E7dPz6+7fc7Aa+f71n0zl6p+UmaGniS5K4bR2mbpMyaXb/PAl0SRAt4j7VXKh820M8shHHlCVJ8YXHspCV2igLrRgQL3mHtaCYKaVyeDxzOYcVBtTNQQkAJc4jfXN6cNY3D/oIVMTcpV08VJTOGKNQRizj6HVrwARKzjmTVJXglpKZZwkbssYI9cNIGJRwI58QjoYNPXEeq0xWlZbiDwXWgYnl2zUaajlfT5P/JYIClvnFcrRuWzoPFrH12lwuAgv1VNTIr/haE6EauqC1kRDD1OG8xyZHLgJjF93sALVY4zZFDL76NcE6hJlxFLe27RacFQs5ocZAUbJACTJZn0H6tOnay8/dlCey2qAtOG+oxaCcps6Kw/lCiYlff1+xtuPudgAUXx7OvP/wBQk3NMwhcDpMeG+Z58o4Fk7HCNWy323Q7DDmBmM6lNlhTKbvoeQO+ETF4Pw1nevZ7b/Dasf9T3/gdDlxmc/EHMkVtPNsdlds93tubu7YX13x+f5A1/9E5cBlGnFOM809SldictI4onDGcr3dIJd3prMabxFHqxceMZ2EvqP+7Py3CVxVgI4ok1Amo21uLigGbSraFBEA1krOmpQUSrdGAd30J0X6uQYcFYSHm1IhJPFH77zQLp1r1AJVpSlJmZQrLlq0aY+NUBnQwg0GERWLUUF9yrFoCNyiLZLJvFonbaV9fumhlG30nYIwtUtzf1rWjeWcqq++WkbNXyfmZiiQy5lxmlEa7o+P7DYDfX+FFSN/rHNs9zeSPp3/xCUELjmSayamIJPEWYqaeayUBPM80XvPz959x3fpTkJOgTkEjucT3e4GrTV937Pd7DifTmy3e0HQONAcjFl1Lu1LvmE4UFqGQSmZzdCT4o7D4wMpBtI0kbMgd0JxkIwRaSw6tpsNm82G3W7H9dU14zhxc3XD4Xhq4X0dt3fXOO/ofI/RTvaJ2iy7taXrOhSKlCJKR2ISypS1TlwbybhiqNYQteIUAw/jmWOtnAC/39NvBm5ur3j95i3ff/8zvv/+e65vrtjvrnBe7DxL1ThvSTlyGc+cTgceHu6/qdHo9z25QiqF8ySFUZplKG7JLSAzNzeqxamoNte/Bo6r5zrNwjEUfjpHHi/wh3tBdrc7T62VEDNDp8EH9oNi9yqBEXOckDR/OFQuqdJfMp2HW5/pdGbIGUPi/X3iv/wxU0ugRMPb2qPclqA1k9GMUQYVCxonbH6hY6Ik6HJjPcUZtk1b89Ij55npMol+c7oQQ6bvdjg9sB16+r5D3OPEYIH6hFSqmjE1sDWR10No960hJMVlUuyvOm5vBvb7Qa4vpVAqAQpV5PHCZIix8niciCmS5xlqBNPjtWropG5bd0U3tz3vl+BH3SiiCzOg3Ya1UOssOVA1yzVeezrluDUdqWrO35BVtdt1XC6R1OIL1FJDGtUkoC27AoPXnqIV1gkS2ntP7zppSHQhp0BSi1aNNWcjU0k1k6oYFVXANoq4qgpVFDEkoBJSJuYs6Bel1UiaKcxQIcWCtUHcsFJpjUZbU6yl5IpRgmbo3NCM1Oi3RVDmc7PvN7P9n9NoXKYgk/cEylW8Uuy0wyV4PRauY8HOgRQTcRwhzOJGVApZaYpW7aap9J3jejNwvd+w33Rsho6rrXBOX93ekmLiy70knOqa0Bq+fyvIx6/f3rLpPbtOggAtBV1BK3kTtFGSymkU2oi9nEA/ZS2WS6niopNkkk9dHAoa9UDT5JgZdEE5hU/fUDCrZjvWaFkssH6VrARjKylfmOexNRbiJmKM2AOKVz6gFNZKoq61UoCIP/2zTXy1U32yML2Egs1i1eeM6A9KNeL+U6qEseVm31gz3jiclw/rHBbp+pcCQBvp3JUSxwmqZJ3I1EjuOOs6XKfo+v7l5w1pAuRcCRy7NhtPONVKwVANWVErwiKFl0ghFicg04ymzFe/Qz1rOkB8pCtIUjaVm9s7nHd8uf8sXO06U1BYL8F+zkkBYKy4aMxxJoTAw/09h8OR7faK/e5I33dtsiPNhPRqrbBqjZsSQERoRC88Xr/d0XmhzxwOJ8KcOF/mlmAq4PKHD/fEKfKzn/2c29tb3r79HkzP8TRyPE2cjxeOj2ecK6AKc6jc38/k3GBwZ3h4jFhn8D6RYyGMmRwqndvQWXj9+o2EphWx2nw4PHD/eE+qmUJpyJ4mV0kdneYRddaUkug6R9+L6YME1FlSKtw/HNnvttzsr+n7DXfXr9CqQLxgjOEyBmJ8ebWc1cwShcRKYZM/a+dQaDbV4HuF7yHFJ+OBxc7YODCuYExB24a7qYKsLJlqKspkUImcZ8IceHw4EGLiPAWUUtzdXNF5R9f1OG8wvllGkymq4HowvtlbmrLSDJcNt6gqDXFrUBbQu6LIaYG/WYv6XDK5jJT6cvT2fJzRtjnshdIse5dxQGvOG6dx2VQXmuBC+3lOp5J7X3Rtj8dH/uV3/8Jus2F6/ZpN1/H2+obdZst3Nx5jFBnDnArvP31iioFaRcBdQ6KmwjQmcqzcO5k8vnt9x7bv2A8Dm66js6LtO93f87tL5N3bd9z9uz3fXd/wf/5f/lfef3jP+XJimmdO0/g1tVRpyjdRbKWxCSHQ9z3zHBiGTePFCxVqniPjNIOC80WK9O12oPMdnffsd3uur67WYcE0jqJ/mGYeD49CWyqFL1/u+fTpnloV7969xruOvpPwzVgCKlYsRqg61uKthqRJJfPjwwMPLVvkEmaSs2Rj8F7C1N6+ec3f/S9/x9s3b/jlL7+n6zr6viPlzP39Z07HI3/84x85HB75l3/+Z87nMz/98COXy+XF5+5n796sjl3zlMmpMs+yx1/OR0KYOR4fmadRLICbRfEqWKzLroLYs5bMnAvnkEF7dtc7ur7n5vaWiiKmLOF/A1RbOE4XrCrMUTHnyufjzCUo6kns9a915cM9dCgshg9xR9k4/jQmDj8kXkfLq3PFbwzdruP+LAOJvo98dzPJ0FHBfmOIpec4wR8+ZUKu6O3L3boAfvr9f8WpmZwyMTmqcmxev8Vtr9gMPZ13iCvck9290baFLsowI86B+TQCCqUtVitudpbbq4672yuGYcD5vjUpbWqfA7UosUFGYbwCbenMFlXFPjlNmePnIxc74u2M0Zl+sxE023uGrhOzHy1ocVGSnVVbTahry6VChrFKe7KGe+9ItXKOL/cGvr7d4rrQGg1BlH0v+RaVInSnJGhy1oWqG1NBLw5OpZ1T+ZwRfe2cY4vCFoVZrKLNEB8LTbU0yrVUqbHIwB+n0cax1Xt0aeYFKKZxIsUoltnnSSyXyxM9LuWMypFUM5lCZxzZd0JBK7I+GyMDglCyoJ2X86op/B8df9MZnuZAroZSlCRmG8WNtQxZcZtmdilj4kS+TBLkE4JsqKqQm8gaJUVq11n2u4HdtmPTe7aDb4neW95995qYElrBOF7I8YIzit/+4g27Tc+bqy3eGGxO6FoEsVAiA2bhzBndJn0yqUurF3BeeabSbDw1Gholk/k20VgaDYX4/zv7bZP5RXBNXTpo6cC1Fpgt50wIAedcg94cvnMtfdmxdupGtA+mBebQRJ5Pk8Hmq490xNTKnCqxiNeyMzA4KYZyEQF6SkkE4EVgMmUU1lusd6vbiVCJFv6mYG8VoSTkaqjKoNrUsqomEnfgu2/TaKCeCUgVPJ8yPxVOS/+hVu7m8+ZBOOqFhdyo1J+Frq2/6unflDZNcp3Yvu2urlFacf9wT06ZUDKlKrTt0UbE4rY5DMlEZyalyHy5EGPmcr4wnkd2uy2lXAlf0j7P2JB7X4pU9zWd6wXH9asNNVXCnDmNR8ZzYBwhhQa9Yvlyf+B8PHNz8x3ffddzd/eGbrjidBk5X2ZOhzOHxzPTdORy/kKIInRXujBNDu0Mp1PGuUTuRdsT5kKODb0xhpubO/qu5/h4Zo6B4+nEw+MDWKGydZ2Eay0J9HOY1yZcwsfkwzrZ2FKMnM+j0PqMp/MDV/trWaAvFa0r45yY48t5ywURpT9HuGAJZ7ONXqHxReG7Sko8OYq1+1trUKaiTAEtW51ciQpMFv2jrqCipKHHwOl0ZpwCx8uI0pqhsyg6tPZYZ+h6g7YQEF9020lWidJZaAI88WZFqyTLzSIA/yoTJ9evfhZonvkzuby80ZjGIMYNS0Eh3c+6QMlt+oRDLk2GbuubQq186+WMLbq20+XEn378E7vNFl0q+82WwXQY5VDao9s+ExN8vn/kPJ1XaiJB4tans0wgaWjiTx8/8up6T/fmLbe7vWRAKcX5eOD80xe2rsP9O7jd7xn63+KM5p/++Z+opXC8iE24ZHfQjAxe3mioNqUVfrdwvPt+kHC9IOGp43RinsV56txCBDebHmtk0HG123O8umYYtuz218zTvAqtD6cDIQSO5zPH45mHh0e6bmAYNkJrso5SCuPkqBRsloZRsjtkWJiBj8cjpESohVSFHmKsQ1mD6xx3r2757W9+zd3dHW/fvlnpf+ly5nB44MuXz/zL7/6J+y9f+Pv/8l+Y55kUAmF++T373Xd3KGXICS4jxKwwk9CKj+UjYznxYT5zONZ276mWFyOanTU7plYxo2nT+1Iru63h3d2ezWbL7avXKKUJWRASo2cgcp4DuiamJI3G4zlynitTlWT7rVJ8OUBnRA/yUPeUfseH6cIPjyMfouXmUrm50dy98kzBo8yGzgdu9peV8tg5Q6qOHBOn6ZEC6G/cYz+//x0mn0X7419j3I6b7x3b/Y6h78TatMr0e7m6VauzVEVoNSESLhNaW6nxBstucFxtO672W7quw1kvWUw5NS1GEOa1qWg0xompS+cGdE3M0yjXebgAld2u0nXA0ItGyVo6LwGWzREeqxU1KYoWGrJpbqmioFKiaTBwdJZYKxf7DYjG1QZtjQy1qqDEzpuW8SQ1Xc6SJbYYdxmrVoprLqIfqYiRSEVQi5hFn2JoYZA1SbNkNKrlDi9D5arEjRUq1YoP3OA9hhZwjLw/NRfmMDGPM2Rh+WgjrBUx7JDA4VIr0XmgoRvoJnS31KKItRBS5HQ5E/5K84a/qdEIwRCzJAsvlmM1y2arSmanKoHMlswVhQ0VB9jm3GK0pteaPYqLk4VLK0Vt8K1zGud0m5Q3LiSFTdfhDex6y85rvK5YlVFEKuvu3jIUlFy0qjQUo4mbc262YrlNjgElEy2FxqiKVZVOFaypdM3BxS/valW4JWL+BccCNy7ngWZnCeB9h3WO6+udONRYhzEK32l8S35cAqIFOhQxsvg1Z2oF76RzZdVQLN2yXjfq0qwbS4VJkEvGUFm8nSsG7eSc267HeI9yDqxdrV5zzs0zWz35T6sl0M5RtZWALWUwzuJKxftvQzQWb3+FEj3NIvIu0lxWGr1MPTUY/9ZR68JR51lX1l7C0pA8m04qI9QcawRh2l1dtUmYYdG3aqWwTmgAzlm8lUTnUhRD36MUOBOYdICcOR0eSWEkzOfVNWml0RkRnlvn2No9C6ry0qPvC6fHQAwJVSwWzaa3VKupESjQt4yZ0xh4//ELxjqc79lUjdae7bDl9evCeDlyOGw5HO756f2Zen8B3nPzamb76g5jNZteUZMmW0UqGobd6sQhSIDGFsvd61doZziej4QY6bwgmdZYai4cHg+klJguFzrveXV3i7cSKLTdDDweHjmej8wxMoaAmwMP51kQwyo2sLXbgnp50bKKHpev5d2gokglsoZ4USm6gC1QWrFSRfRaF+HcMjVVdX2sZbdeKXot2K+lz4m9L4K65tp4uao1/06u1UzBWCngxEr2qSivz37tQnVcQ8qefb10GOtQd6VGfkOx3PJfKsg6TF0ff6EFlme/e8nREB+ORcgOVQutJVNXHUctME0zlMp7fmLc7rjut9iWYi9GH7IWxpAJU2r7CaiWeL5QLlMSJ6dPnz/zx6HnZrPDvPqO1ze3/Ptf/Zo//uk9j5/+yPh4z8PHn+iGnv1+y67v2XaOEg29ESfw2hYWbTT5G+wJY0wMmx3aWN797Odstjs+fb4nxAMPj0dOpxPjPBNj4nSRZvbh4Og6t9qP910vtui+Z9hsJajvdCbGyGW6kFJinGfmxue2XuH6gX675Xp/TSmFKUxgNLEmUo5IqBrijJhbONia9VIZ9ldsr664vbvl9vYOay0PX74wjSPHx8d2fRbGaeTLwxcOxwMfP7zndDyKDiUGTofjN9nbdsVijCPrSnVCnZmm5jRUhTLllaLThqurndh750QuhcNBGq/a9hejRbS+6T3X+x3Oe7phgzGWyxhYfT1rYcoS0PfTRaYNrvOUqghVbElFOJ35cFIcJjDNknW4qriNJiKF5cNpZIyJw0XE5ylXYoIQI5dparrcilGKL58NxlRcnzBOYYZvSwafTl+wKgGazWDwXcdmM7DbbjCLS1QboCwudgsCOs+J8zFwPiZOx8z+uuP6bs9m47i9G9jttnjfYaxvVCuprZRWKCtp37pK7VYoJAWdE3TgagOKvFK3vW/Cc++xzjNsN1zFwv7qyG4/MAXFZZZrNUFbb/Rygwr9PU9tOPtZzml6OYqmdMZ6QIutOYh1u7FgtcVgZQ/PUqCXImyCqpvxDuIuVRCTHm00ymq0s1AqOck6n3KmNic0ZQzOCT0bbdZcsdoop2KkUQhVsqhqhUxFW0O/GcRAogUDSsizZU6RKQVxbW7i+aoKGCWhjFqjrAyD+qFDW0XMQX7mrzj+tkYjakJoUFAr2OeiMUIw5qhgprCtuRVI0mwYZPOwStMbzV5rDt5KAafEMUPVimtFj7MSBLI2Gr2XRqOzbDuDN0Uck0hQ87opat2alCbCyaWuYpfcnvOi4q9V+JbWOqwGp8GQ8TXj9KLREOcq5PL5P6zRWLQGpciG6JxMdq+ut7hOrxZyzgtFShu98v9kOFeoNUkXmlTjcDtWLg6yh+cCKevGjZYCIiYZ6k9RipIptA0/a1Q1WGewVmE6j/EebSTVWLULfHktuQpHfEEYjDGYpdHQBqVEvGUr30ydqg3lUzRb2MUeVjcb23ZOdXOF+grxaOf8337c+hc/v3yfNj3SzaO+WsNuf9WmSoZcW5q3URKW6CUw0RqHLsJx7zsRhZtGpRkvE5fziWnUnE4tddw1qo02OO/Z7q7o+4Fht0MpVt74Sw4/FPKXuTUaDoOi63qUN5QoRZdrYWXnMRA/fuHu7hVX/RalHM5l+l4oD+fzgfv7gT/+AX73u99zGUceDz/xNhZ+9R8nhsEx9OI2Fgxka7DDVmiBurlzWY2thrtXd3RDT/xTJqZTE7U2a+RSOT4eOBwOWOvonKO/vePV7WtBjJwR3v0fIyFFLiFgpsDDOeCspfcdSjtqd/NNjUb5N4rtSkVVRarxqU9tSMFql7TyflqjsfzL+ry3bTQqFiply39RRpokJQ5IlEpahOGNDmidxXm5x7NquTXt8Vb91HM2yPr1181GffqBp6cEglh+Q5MBoIpG1yY0Z/HHb3/Z5iE5pzY8kL/SzV5Vi5xagq/aC1mfj5LnG+aZNAfieSRcjby9fY13nnEO7bVJZkeKkgWjqhHdXlnoAvJYsTkdff7yBa8Uv/35LzBK8+r6Fm0Ml8cT/zieGQ8PPH78idtXr9h9d8e+69h6R3KWTkNWgu/KC9FPrnYvOOaQuLm5pusH3qbCZrvnv/z9PxBi5uFw4v7+XvIpSqEUsbk1Bqx9QoUkkNZgrce5jpwLc2gi27hki5Q2kLL0gOt6hs2O29evKaVw/3hPoRLSLKF8qpJbAZNyxtE0h0rMNYbdFbevv+PV3R13d7cYY7n/8gUFvKe2QV9iDhOH80Hc5j59YponShI79dPpyDy/HEnriuznWVeKA60LWs3NWahgqDit6Y3h9dWeu9srySZIkRIix8eDiF9LxTpL5yy3V3t+84t35KoYE6SihNaIwmlBYcc5E2Lmy73cj7c3knEzF4noE4fJwscTK2Wo1spvOniz11QFsRTG00Q+jHSHwHA/rXt+LolUIjkXCQQtUBJYb9jfevqN4WZ4ebArwHS+l7rLOIx9ajS226FpLlUDJXWrP+R6qDkJle8cOZ8S51Nhd2W5vt2x33W8+W6L73pc14lpykJCVULZMU5o5AaNSoqihCJEJ8yA/WBwpkj+V04sFEzrWqOx2VAK7K627PYDnCXstWRZeUQb/kR/rbWg8kQtEZm2Keo3CNKUTljXepk28NZWmg2rDQbXhh8yoKKIA0wtgh5Ta3MSzJha0FajskG5Cqm0Rlj2AaUUrjUbC8tErc4FVmrKHMWApCbmnKXey20o2kxh9Jo+Lg50zjlO44V0lvNQaqJUI66A2mC8rJ/ifaHpB4+2ijnOf/Ug9G9qNEqqqKwxRdF5J7+8aihw/+XC/RQZi2ZnPMZrMI6aMzpnRm2YtOGI4oDiFCvjJWKYOboJtKJ/OBFiwfueWiqn04kcg8SouxbT/kwoaLQCLToNo6RoehLPNjqVkcXXKk1MhaSebnRrK52rmKWxAIGJFHR2CVR5otEY8/Kb+Yl//FQQ5NSsEGUdxzrPRitCiOScG0LTmpRFiF7lujJtcq/b93LKzUlGNjmlRTpWjKWoQkztIkLer8uUianiTSakiqWhA0phK6i5kmsWhKmIrkbrSoyFEHLjV0qD4TuHNh7rt2jrUKYTDnbz0dT/jUL/rz3q0kCtn58+pB5rQTxZ7iiVs7z+1gCphbKmFucp/RfNyPo+qSdYkzYpjjk1xy1J8nReaA2hecprDbbZ7zlrSVkmsCmLCLXkRImBFGbmaZTprK447xi2PV3fc319jet6trsrrHOo9tr+6kScf+OwWouTExU1aYKBcMnNClPOy2azwXuhS6SUOF/OTcMkwULjKJxrrSq7/Z791TVXV0LHuJxHVC3cXO24udqz3WxQWaFuDTFkjicJ7ppCQiVJCk65oKx4olsndKicE/M8N1RK3rO+62SBjZGbmx13r14LDS3O7HYbSTbfbegHD6ZyOD+ilcZbTe87vDfrNf+SY6H9KLU0BPJZiE9/2YLI9fXs4y8ai6cat5GDvqIU6TaNNs06s8ETIuLOzylIrDSUhR659i3rr1pQiq+RjfJVk1FXetLzxyiLpWJ+eYNLpaES6utvAkvSbGpN9NKLaVqjoeU81CpG0UsyzoqyVHHIkoRmcV66ub3h6voa49yaYFxrbTbdiaygaiUDsfZeLdbgSoul8hwi0xyYQ6AiFsVd5xgGL1S88UQ/9kzjhRQDTht6Z9ltehkMtfVIa0f6Bopt1/Xklv9xfX1D1w+8fv0dl8vIDz++x9iTZAHVSpwiMSVMGyrtdzt22x3X+ytubm7XpiuEwOl84XK58OnzRwoQUwIltuelVg6nIyhFvxkQrUlFGRmoxJTJZFQthBaYppS4Fmbkmkm5EGPicDiSU+LR3fOl82vOk7h+JWJOjGGUkNrpQo4JoxXeWXbbDd6+nC9/rhOuSoBiVgp0ZegzxlSUcoRQ2W1vifOWm+trdtsNKcs613m4vvKULPRNZy298+y3G27vdqRc8XMi5ooNsq4ohI6ta6UzoPby3PeDDFbSJZOSZGooqtD6dLMUrRDDxPl0JM4Tqmb2g6P3jq7zDL1r252i4ii143yZ+enTgZIycU70rudX371mt+u4uvH/vVPzPzyG/RuuX73G+Q137/4j/eYaPwxUMvN4Jky0aXxhniZiiMyzpMD/+Lt/4vDlB5yd+f4XV9y92XN9s2XoRV+qlCLH+f/f3pmHS1aV5/63hr13TWfqbruZG7UJoIJJnMVZbog8ctEMGsNlMIJGEw0q6r0Rr14RHyWPU+IQNApi1GiuSrhoHHCKohFEwQnRgApqAz2fc2rYw1rr/vGtvatOd4v0aRQT6n0oTledOrv2XrX2Wt/4vgRdQZCm5RBcDLwCKrJoAtY4IQdRodmLjZHskHcVtRBvWVagpMlbKekXzbJEAmZFIbZJbXvUyaf4/xAUifIkuqTwkIf9yAYFR5pavDNSVuYDwVU4pfC6ksZ9L/ZJZhLSxKCNRxkvjfXReXIhCljFgJBXiKK6SlDBkmVSVVIHf+sgaP1vFTPIRZ4zrEryqqT0gcqpyHIq55DaBJMakhiMSCKDnTJSySMbBaRpQrfdIrUJnUgEoJWKNLoVldWY0GWU3DmbeJ/ualcEtDPooJhJhT2nRFM5+GnRZ3mpYElpeiYj0amkgoqSpChZNpq+VuwEdgZYLD3LZUHwmtQMKb1HWc1gWEgJgfei8qmkZCpNoxJuFHQJkVtZKyn/sEYJDzZxc/aiExGUcFoHI3R1wv4qv8+sp5N4rBZBPqOkm18poe6VpmIZSOd9VIJePRobJPaLVJVrmFi0USISqFO0FrVmKTkhGqvj2urECkVbY2wE4V8PWgRXaqNFBOICTilco4mhcQT6zqGVwyjDKDFkRpg4PJB6icaW3pP6QOJjU5X2FKWnKLxYTUFL/bzuopMMm81I/XqSyA0TWXv0fo5bYE9Ho3YYAjE16Py4Fp2x4FJ9I9a1F8oI7efupVJQG3BjRyMoGY8yimWJWmxCmom6bTkUcSIJKCi5aRNRZq8UqLxmkRGKyjIfkQ8HEqFyFe1OC5soOp0OC2vWkLXadHtzBCCvfKwZ3g9HQ2nmZoTyUeWK3Aa2D3dRugKbCMFAt9ul0+mwtLTEcDiU0ozhsMmqGaOxiWZ+YY4DDlhPvz9gfmENizt3sWPrDvCedQtzzM3NMtvrobymFWYoRo6i2klelgzyMmpASNObtpYkS4VsIEkiZaInSRKMkQWw3W4zGIzIyxG9Xpf73HsjS8tLbNuxjeGoy8KaWdqdNq1uinee7UvbpAQHUUc1id4vHY2xYmydoqh/xv9HW3J3k1LKmHY/1sqfcozYq6Fq51bKbmxdahYdAu9qw79W543RuRi0kP+kCbwOoATq4ASNsTnpZOzOhV8b5gTE8Irr5+oHj6aMcZI1rTac6ttZ15HEEPszEOe4Xi88suGaGJzxkWLRa6ktTlKJaK5du5a52XlMmuLKmvXGCzNXWYmjUgcYGC8jNrXoYHA+MMwLhnnOcJQTlCdNLK1WQrebYbRnMFgia2cMlpep8pzUGNppylynjY9BINmME+5kf+RekWatRv147dq1hBDYcMCBDEc57c6PMGYnQVsIHj8aUFQO7SVYtrbVZu291nPwQQdz+MbDKYqSwWDEYDBkx86dbNu+ja07tuGqiqKqhNBDa1wI7Ny1i7JyZC2JYAcAI43fZVWBLyO7oRhT2shu5sQuoawcZenYle9i144d0kyNJ0st3VYG8bkPvikFGcb6bqsVOrXMzfTI0/0gIfB9kuAgliNioN11tLyn10vxwRJ8h+ADqc2kVDMogod1a9sMhwuNoy1ZISmHbWcZRVmR9YfSAD6oWdyknCfTHu+hY6RPot2y+AC7tlVQlg3tqTIy9z1yX5b5gMVFB05Krmbbbdav6dDKLK1oWNYBIbRmy7Yltty+jVAVFKMBtqc54sA1zM106XX2r2qgO3cQGw6/H1l3jrUbNpK2utSCn3l/IPtXWeGqiv7SMvlwyLYtW9m5YweD7bcy2HErqR2x8d7zzC7MsHZdTxTrYwm6K0Z4pfBuou9NCXufKMcbglIktsITGUBViJUSNGKFxliUNpRlGUlwKpTyJImh1U4xi5Vk8NGSSa+3fjVexetgg6Ki0p5yP2QLwJOlhhCkT89VAe9LqjIQbEVQFpxHeUizDJtq0BWBigrJPAQXpFdjYo12GjRSfi4MaMS0hBCn1PPC2CSWtVtC8IxGQwajIbn35CFIZiKoZr3PEk2SJrSylCxNSIzBakMrVfQyKwHkypEmCe1WO5YPxrkVwLsKqxzeWdqJYXQne4P2ydHotBI6toXRhpmeNOPsWMqFZxeFU4qRFcOubzV9ozDDnGJk2OYrdriKzcqwrA06y9jQ7kQaUFEczWvWhkGGNZpe25JYzUKvHZ0JvcLsagKI0QtTKsTouY8bvh9H7FQA7dFmnBlILWQmoKOgX224q7j5T8QM5fP2IzK/QthkIqPhvMOj0E6hHQ0LkTGxrMumaOVwsedEhJoMIqolPQLeO2n2CQFXOoJGBPiCpNEVCqulcdlTGzDiePSHJXle0bIBa6AqEfrbkSgcp2mJTZLYDJiIEMwol94X58haFYU3tCqNygI2kehOvEwCNFmW1cLV1Jxax5SflECIyKJ8n02pBbUhMam7sVv2Is6Xycm0O71tHVEdF24otElIEk+n06UsCwajPqWvS/IqQqSyqw03a60o93qZl1VZMRqOyAtx2JRSDdNLt9NrMhljo7CJla8Ko36OCSl4JYuG1gyWRuADWZqR2KQR8bLWkGVpY2CLsJDDeST9GiNZO3fuxHsvavMzbWa6mfR5GBEC1MGKcKOVfqC8rBjkhQgYViMRjTNSm9qd6UpGo5T5W49/LYzY6UiddLvdilSBHucrTKKZmxPF8/mFWVkYrSF4KcFJjMUHYcZYLWqBolrcLlbTjefLbnb4RCKh8SjqcqkA4CcVseOGV5cOqZpWW/qBbJ25jZ+jai5nJ0ZRcAh7iZ5s5h47QSsE5EKMCYTYn0C8rvgTpJeL5j1S5rE/GY3m3KKoVs0aRwhR90YU741WcRzHEbfmvoXIMFd7adIDI711nsQmzM7M0Ov1Yv23EZa3sqBu8q5bIWtlY8KEU4dpsoY2TdBJgleawntyl5NXI0ZVQbAKbxXOKJyCKgRcXF+SJGFmphej1XIdGnOnKR/3Bhc1o2qhO4Bet8vatWuZmZmh2+0wKAqoqhjJ1JEeU5wvm1gqV8XAwYilpciOtbxMPhpE5zlEw8vjfUVVFQwHfSCwY+cOksQCUf3cVThXyf4YWZp81MRSKub3FAyHQ5YWF5uxtrWOlQp4KxTHwVdSP+4rysoxGg4xxtLr9dBa0233KPaDwKGI8w6kP0MpMImFINJtIYR4LxGFCceaJ7al6fQy2WNDFPBTQniTWGHLyzoG5zyzhWsygCHQ3DNVWcZ7SLSv8sGI4aignSVYo+n02iRJbLxFMmqmIVjxzPXazPVaUoqbyPykrlxQGh1S8o0SzR/lOfOzXea6M3SyDL0fASmAdHYDaWcNSdYR7Qa3xGBxmbIoKIbiaDgntMv5YJmyyBnt2oFbXoRiOyYsYbXHRjKeuhxUW6lqyfMR3gWKUrRqlBIdn+5MW3ocW1KZMtO1tCpPZnV0MAJl8AxHOaPhKPZgalADFCoS/gizYhJ7CXQTMFRxbYV6zscPh5gpxUO2H4QrmTWkRkroUmOpgosaFxCcI1BhY8amJhgKsULFRg0go0Vw1aBIUEJ3HEpK7xmUFcpobCoil74UR1pTis1DEDKhaDckxtBKU6rgSQMoLARN0w9sDDaI8lKqIDWK1Boh0KkJaJA+YmstiZHMbp3R8D6hY6W8vyhLhsmdcyH2ydHodTMOmJsjs5LmRCny4e3kA+mIr7RhkCZUiWGxm9HJEvrLA0x/xM+W+/x8NGLZKpZ0Qq/TY+OG9eRlzmJ/F64s6C+V4HL6bUWv3WL+XkJju2HNLInRkcY2pv3jOcmGLSl4HVRMwdc9CR6PRFIgYLTH2xAbqiWLkVk/dljqKGXzD6LRsPqJWMPFBb7hiPeBsqqEFq2iMaSUis3hNiGxLZIkxWmP0y5GWxxW12rAdY23IrhKVLtdhbWASVBa6kiD0jgjUZgSMdyrCQVJFTytBKxRtK1sEHVqM00TrE1otaRhdzQaMRwMqVxFWRa0O23mCs3MrMZ2JQOiY4OqipbW/joadSO/MNMGdFCSvkfKmQKBoLyI8+mJ8iitUUY30QygKb0gGnCTDkbdSB5CiIJhvon4SiOusNrMzs2hVGDbji3Cz10VlGUi32/9eSGQJglZasispZ0mhLi5el8xGDg0mnbWptvpMjc3B2jyqjb0VWyCX/3cW945oJO10Rhmej2CT+kvDlEB2q0WiU1j/W0gyxKs1eR5LtGimHWpKnls27adPM+jcmlFYjXr1vRYM9+hmyVkVuPKCq8UxqYoWzGqKvp5yVJ/SFmVLA8Xcd7Rm0tJUsP8mnk0iv5in3yYN5+VRCX5druN1preTAdtxDCqXE6aGtbday29mQ4bDliHq0qWFxOC91JPHsAXFWW1eoPPR4OjXgLGzobaczUIu/2jSWHUhv9ubyMGQcSUlnIxLU5G3aNmVVRJD3rsZDgIVcBXgWDHfVd1KSYhOkiMMxe+MYb2zGjUz70f/31NlV077atB0EKpq5WX/i6toyiqZIYDUpaj4+alQDIVseSxLo+oYwQK0EFL2h4ITpFlKevWrmXNmgXJDFrDMB+Ica6kTMWo2tHwYvhEt93ECLG1BowhabUxrRbOaPLgWRwOWBrsYrkc4jOFSzVVoimNoggBhzCPZUYxk2YYA4kV40J5GN1JJpa9QRS0xZgfDocopZhfmEcpxdo1a9i5axd+aRE/ChgrfV5aS/TXxoxqURRs276NpcVltm/fQVUJo9lwNIS4H9YBmsqVFMWIxaVd5PkI5x1pKsQkSkFVFbiqEP0LrciRvaNwkZ0wlqMuLS9RVaLYbDS0UksnS7F4fBIV6l1J5R15VVKUJUtLfVrtNuvWrqXVajE7Oxf1AFaHXEMQLk5SO+6vM0o1Fagm5s7E9pTGagXCNGZsEzFQ9YyJ+0VtT9QCTgqFjax0qqYkqaQMa+eOJUajAh0C+ahgzWyXdpayfv1aup12vdlTVhIM8XE1SIwhMbZxLOoz0Uph0ayZcaxfs17Y+UIgs4Z1cz2siToJ+4HWwn1ozR6ItYbRaImqGLH5Rz9msLRI0R/gyhJUBThCNSS4girv48oBquyThAGJEltB2lqljNAkbQo3YjAoGQ1zdu1Ykn5LbchaKRuShLYy9IzM5bWzsWQ1rrJ5PiQvSpaXhwz6/WYt9VWB9xXtToesLU39SWKxVvS/lFZRK6iRzWoi04Gom4JoUGSrr9ajlaS0EisZVGup0LhSytNxDk9JmrQw1hKUSAcQPAHpBTappfJgjfR0JMpQeBj4ZcrKMRgV2CShk4gjUYxKCRB5CU51glBPGyXVPq0kkbJQhJUwVQmamgkvRN0qR4YnU4GWUbQSTWYS2joREegkOjXOYbSUV+l6vQyB4NoSMChL+oPhnRqnfRriDfea55C1a0iN0Ew65+m2U0Z5SSszZLkCHJXzLDvNDofQxOHZbhTLqUV32iz0Zli7bp6DDl7HMB+yY0l0KxKr6LYzDlg3T6eVsna2S5YaWolE+0zcLIQ/J5AoSbEZ5WOPoUzQEHxkJ3KoIEIqWvLzjBWso2q4VtHZnXRdJiLgxChg2C0rsY8IIZZAxChio/eg6vpvsMbKBmlMZKaSL5tQRwkYOxj12cVTMrrhPGtKB1RkWhC2pViyEJmaZGIGVDBIitTjXCAPUFVjy8gFsM7jcFS+ZDgsGA4KiqokL3L6uWdQBpZHJV4b2u2Mcs0s1iiyuuZvPzJBILXldb32CjagJoIM9Xc2MTKxhCTsqRDt61Mal8XUfQmSdo9lG3FWhEDMlCmUMqRpRpa1SWwizCuVoywKoQiOxnlZFvQ6Ge1WCp1OjF5ryQaFQH8wQGuNc1KOkOclShtc0NLsF+qSzdXPuU7awSiDdzAqRrLRl8UEF7onz4eEXJy5WoDJxjppFbNltRp9K8uoypJ8VEq2q5WSJpaa1SW1Mk9NFKY0JhBCyY7t28iLknYvI2kJo5qKn2O1Qc9oOq0Ow+GQPM8bpqqaaaQsS3bu3Em/34/noul2O7Tbolbuom4JXtLNGoUJCaPR6h0NMc7ZI6MRwpjprMlWREzekyszHOPQiPxdnKWRB116yYw0zhuLNrVx7vFxLroQcEFq8a2vnZeJM2iciD0zGU2T+GRGI+zN8YhGVQj7xXamjY4VjgoVKcaFjWs8trL+1RTU8e+IQZ4oItM4TBD/fmK9s6JinaYpw+FQyhuBylWgQlTnldIXHRvQtZEoZ5qkct8aadw2iUVZC8YQjKLCM6oKiuCoNDgDzigqJdHVwokoFjjpZwvCkij2o0Lp1Y/d8vJiVH4OlKWJPSuKNLV0u21meh2W+kt4J0J6WiFBOCvG/GjYpxiN6C8uMhgMWVxcwnvpFahchdEBnVqStAtxN1VaU476+KrAWEVVJrQy4c1PjILEoHGE2GBrjSJtt5umVCn1k7kjTo+cU5pINLSVpYTgcJXCeC9vQGHtSDK9lTAn9nozVPuRSfP4GNCD0oH2EjCrVcBRilpWNe6MDaWyDQ7jqyaBphj3Fo7X4NA4GTpmG4xSZFb25LQljb6ZtZSloxVLrlpWiG9mZ9ukaRrDngpVgXbjvUZIQ6QCYWUmWzXBrnTCZLM6llaHwH5whgCw7bZbMVRSYVIO8VVBf+dW8kEfV+QE51DaoZQnVCOCL8CPwOcQo/iyHsl+44qSUHmqvGI0GLJz607yUcHiDnEWgtJk7ZR2t0XZrWi3O02/no+kDd4H+v0ReV6wuGtEvz/EyLCTWCI9vFDKJ0klxCZWxEjle4OJVVnWlsm4cbS99qeHNFWWTFupImlHTbNSEbwiCRk62MgQZaVvAyWZxBBIrPQJF5WwYSUmIbMJtqxwaSIi15XHpglZqy3lhoNcAsA2bexEHYNUxmjWZLN4BXkQdlGrEtkRo7dVVDmVq0gy6ZHM0lQeypAZyWCkadrsJ6gJ26fOQBsDwZBGx+POYJ8cjSPvfQj3PXAdidEs90eMRiVbty7iKs9Mx1JWmkFRUlSO7UVgpBwjV1BQMUwUA5VxwLo5Dj3gXhxywHqOvO9h9Id9tuzooJCG2m47Y8O9FsgSQ68V9Q9js46Km32qgzR/hwqFR3sh2asVwBsmKl+Cd9F4V/FL0U2jolZalFwV1JyHk7ZrM/0CjPUjVocQoChKKQ2JDVLaaPTEhi56GTayTMnmXPkyRq1idL72J5ramsjCYJPoLMiNWpWuKf+KMXnxs+JmncQeDq1kClRFTumd8DE3l6mwpTSC27zEWs9wOKLfH5AXBf3RSK7D7qLbabFlZ5/ZmQ6HHbJBBBm7GdZqhPh59XCxpyUAps4wNJYfRB+KSeVwGfPoPDjiohIb5aPjqLWwQSglFmUdsa6/r6p2XoRRQJKtGtqdnmQsYvlRWVZ4PyTvjrA2o8hH5PmIdQuzrF+3llaW0WpJ03dRlaAVS8tLGKMpq4o8L+gPRmgrTfUuIDX50ThcLeY684xGmqLyLO3aRVEE8tEw9gY5fDD0+32KIpfxDYHZ2Tm63S7WGRJnxUCpSrI0ozPTpd9fpt9fxqaamV6HTjshuALtE9qZcISbROZqknoCBT/96c0Mhzn3O/b+zM7M4PUIlBO9gCSlNdsiMQnbt29neXk5agikDAYDhsMho9GInbt2iJhccGStlO5Mh1a7RbvTJnhPai1aKRIjtde99qzoOawStaPXTLHmZ5DpxMSciwi7/WPSPpn8fezOiNkM0dCxVrRxbJpiS4cyFoITJ4MQqS49rgq4KhCsiPLV9bfj5WDSyaDJVowZqcJEdmPPDIdkcvx+ZTR0qtFRp0clYty7qFMQ6rXWxHtVx+4MpaPWSBwjj5RwTZxfc3wlzsLC/AJZmrJzaZc4zUUBClpJQppaWq2UskypvDSg2kQ2405bMsWlUjgUSU3lnVpCYshxLJVDhqGitJrCagqryDUMXcWwZjtTHmsVYIVmUuqX9nFXXYnt27bQ7XYkgmgQY95K3f+a+Rn66xbYuvU2qmIIvsToIMG4TO7DxZ3byUe5ZJ2rSjI8ITIpWaljt0lCpztDAPLCUZYVS4s7AYWrhqK2nEhmI0sUmUnJh31cWWKUQxlYt2ae3kyPTlvUnrdt3crOnTuxWvobs9TQ67TotFv0em3J0rqKyjlskaBtziDP0dowGuVkrTZr1t3rztote4WQC5QSIPOxBCv+qPdUxZhIYbxvENnOdLPni40w1mJSEH8f7QatCFYyId3MkJmE+U6HRGsSLZkO5+V+GvSFUliskkAVpFdFV6DdRIGflwdhvHaomO0gNuC3syQyeJrInC3ZjWp/eqqAH/3gerb9rIXV0DYejWfUF+pho730S9iotl2NwBeoaoTyubC5oQjBEILFlYFiGMX/8or+Up8tm7dQjEqWl0ZxbVJkbWky7s52abc7ZK1UHJkgJeDOebZtW2QwGHHbrbvoL/dptyBJYH6hS6uVkWUZWatFljvStCRNDGkifcNlFbMZtThj3XI3saajVSTfWB1aKqFnMykFzQygqEovZbw+EyZPm2GMoaiE+tojrHhJqkhTxSgfMVSeLMnotjr0Pfj2gNKUqKBIWy16s7Pko5zt23agUGSdLDLL6SYTnqUJ8+sWSNKEItqBVklZlY125agYUZQFQUn/W2YTYctUmlQJwUaapU2m0ntPWUnJo3MOgsLETJ6JAp13Bvu0JM60WmTWykJiU0g1C/OzoBMW84pWp82u5YFw28cvMWulJFlKTxTm2LB2joPvtYYNa3vMdy2pzSB0xVhWiiy19FKFNZDUmYoYZtBKKhFTHSMrQfxDFSR+Xb+3yU1oaei1MSpUd+rXC04MdMl76/KaiVBkmDAYdt/s9hW1k7PitYYutmZgGEfl6xrtpm6ayDsV6lIC2YhdjMJrrVacn/O+ifFD3YBWN7DVdYI0DExamxgwrLMQ8drr4gNPLKmg2VC1kXIh78UI6veHKGDHjkVaWYoO0gxo7P45GvGym/jtuJlValu9B+1DpBOtaW/HBlb9RUpPx9gwlFpZGVthM5vIdChJkQclgxeQkrPooaCNJU0y0iQTYygqzCsl9dImkhYURYGN0XkQIT6TWLQ1YHSMVksTrtEBjGqiuI1DuUoYZbFG4a3GGCkdFD8scqC7CufKJhPjvDSTGaPja1JbW1UScep2u7G0A6rKk5eewXDEju3b8C6nN5NijCdNOoTgWVjTIeDYsH4Nw1HJhnutozc7w9JgG6XLcVVF7j2pScFEPQktysidTid+RzLHVZ4jc83FTI9qzsM7R15UKKSW3ppAYoo7rVq6V9QRHeJ8WOEt1FbA+J5rZpWqv7LQvHelwzERPWu+2khfHRv9FBriPeqck6ZmJ5niynmMi1StsYa5Xp8ap8KvzGTs4WzsxdEgxMhofP/+NIOPSxflPqpbTELsYwj1jabqyPJEJqM+MS+N3/Xv61E2RhNUIo6lkbLJwXBACIHKS7arnWVoGxsprY2BaInka2MIicZHR0ejyFoJ3VYLkxgcnmGRs9jvszwaMaxKTF3eEjw+VLhQUdRaKoXCOMl8CEOQId+P0qna6VTA8tIuvHds27qNfr/P7bdtZvu2LeSjAbiKTiulp1NR406EXju1mqST0UnTJrsq94zDWku7nZFmGbPzc1SVZ+euZfK8JJSyDmapUHW340/lYnrVKKqgsUqyLVlqyRJDKxNGnG4nw1ctjFaxdCpBaWEqVEr2OpslFFVFiSJTipmZWYwxdHtzzMzM0ZuZkzV2tfMuRl9rR34F4k0YlGQlfLw/a0djshsPQMrLdLMfrMyXS9bWhVJKrrTGJZ553cVYSyttYbRuyi+N1rHfTRyMYVlQuJKlYsRyMZLAUgjxBtHjfTied9zWkNp5MRxTbcVOCBJCLNzqS84ABoMBVlUYBd4ENJ5QFQTvsEZ6kHS0DYKvopaWGNTOqShY6glVSaiClA05T1VUFIOREMPgqYPg3osYcjkcUuhAf9cuylHalFlXpZSVL+9apj/IKfIc7yq0sjGDZ7GR0r8mvqjZSbPUoKpICBT34mYhid5ls+6E/emChHaa0G21m54GFR0N7wPKJ6hgMFYyqJkD5wzOa5xX0dHQWC3VNalNaacZtCrydpvKJlhtyVotZnszDI0lyzI0itnZGWwkCzJa0+5kZKmwpKVZStnQh4tzbBIpTbOpoXIZLkj2z8Zm8ERpcZKtaPIw4WgoI8KCtTCJVhKsN8agqzvnpO1b6dTcLB0r9dOqZcnSwL0PyzigqJhdWGCxP+Tnt29j11KfxaUlBsMh3W6XdqfF2oV51qyZY91Mhw3zPTpty1wvpaoMG+YT8di9NGanNiCxJslk1L0IiY1pWeRGMN5LeUEYb+Y1iwGEqPsgmQwz4WAATQmEOCr1EhLwqt5062yAajbr/YnyJYnwU08eIk0SgrWUZYGPJV4QYqBvrKdRN+fW/zZRk8Q5R1mWDcNS7XCA1PoCTRS/vuaqrKjpLQFM9LaxFqWklEcajOp0mbyz8rVqsEIZKV5LsTgnafkid2zfscSgP6QYjei0WxSjNfS6bRbWLax63ICmgVQECGuGF8CLwI9S4NW45n23vxaqRhWDjvW7QmgyJZWrmnpereqSjkihixhKzkOB1FcqbTFpRrcziy8dS0uLVKWUMqA81ihUIgrWy4vLsW5e4UIgaWUkrQzbStHWNtGownmsDmDjnPPxe9qPhuZEpdJsRiBPpYtYG4WqQkO9WxS5NPjH3gzvKopCSlHKsqIoKoqiZM2aNdzrXuupKk/lfor3IoRl7DZuuukHrFs3x9q1hsT2aLdbtNsJ973vWjasn6HMS0a557d+62janS43/uT77FrcQT+OW2ZapDZroiSzs7OsW7eO7dt3ABofFKNRifMFvirxkd2jLBzDgThK/f4AgpQTWGtxlacY7YeOhq/pbWUOjYMA8Tl7e50J56N2cHcv9RNjQuFRvuYnF3Y7rT0mRqB85XBlRZkXaAJ5XqC1oigsyoBNxIirNXKc282p2M25qJ9PPmqHpHY4CEJh7p1wr68WxkhwQUU6z6ACXscsEYhBpcZGG0hNsdYaX1X4KjajOyGkmCwzFQpvS6cd1eS9Z9uO7fgQsGlCmqbMJXNYFUhbGWnZElFTFTBZgrIap430EiG177OzXdbMzpG1EspQsbO/xE+3bGFx1GfncIhKMmaDw4UKHwpKn9N3A5xzLBZe6sFHUhDulKLcj2bw1ECnZXHO85Of/ZTFxV1cf/332b5tGzfffAuLi4sMRyOoHOvWrGVufoaaFEPWtkCn3aXX7UWnUgIKZSFMc+2YBbzXhvUMhiNu+pFkGzuJxfkgIquJZc1MizS1uLwkOEfiDM540HKfznZT2m3LTCel1U5JVY+5jtDLay1061VVSbmN8bEHY5bhqKBSy2QBerPzWJvSm5ljdm6e9QccRLUfWlWxmgkxhsavj2+/ONdVaDLk9S9reuXJ7k8pwx4b/SFS50qJKTGDasirgplWmwPXrCPJMmZmZkmMCK6FEPCzMUofS0G3Lu1iaThgeXErP1/eKj0rrkJri9bSM+dr17rONDrRbdJYjDZSYqMMLWWxyqKq/Qvmbd+5A5dbjIZ+7LPpZNKvaawQ5+CrGPzIqcpSmDC9piwDZRGkgsTlaAJLkWHQRwY17TyJCpiWbhwNpSryXdvxw4TbtSdJU1qdFkor8ryiLCvJZAxyghsBjtRa2u2EVjsj63QATVnIXmmtod1KmJ3NGI4qghfGrzq+O7kMq4nY0V667u40FjozrJtbwBpDlom2RVWUkbhHxAiNSVDa4J1QYefFkKIckaaaJDO4qsJVIjqaWMtAGXReNboprXaHdRs2sLy8zPat27HGcMhBB8V+miFKBWZmumRZyvr1a2i1MqH5jtkuH+pyVt041HlZio0YxMq1WpPGvTNLMwmwanHibCyfVlHjRsWMhjUGy51zcPfJ0VBR8Rhiah4wiRicszNtEdPyFZ12ykwnYTQc0el2aLczFuZnmZ+bYbaV0mtZMqtI8OgYxVVaDqqRTAYqepuqbgoMiCktwnq6jrUradxV1D8V0lQtm7k0Ja10MmSwVBPRIBoTdQQ5TCwwdVB5fzMaqHEXSGiinfLZWisRcql/v6JcYPy5db18iEbw7nXUOmZtQlgZud8TsYdDjSP/9SY+Nq5UU5PeRG1V3cdQN1UKy4oEDIT+FqSuMC9KlvsjmSPp/nF81yVQtfMVhzPODfnM+jtS9djV49ZkBVRzjECdnh6/rykdITJDyCygiYCEOsor0VhhzbBYm6LQK74vY4xomHgv+hBG1DvLqoqUdFIHaaIqp7As6RXXMZ6Lq0cxqgixR6PVyrAGlpekz2FMMcj4HpsYa+kdqdBKkaUZWmnKss5+SJ21NhbnYdfiItZ4tm25lSKfod1toU0Lo7pkqWJhvkeeSz25r0rRIEhT6HQjPbCKdIVV0z8i5xYZqFCN4e+cfCdJkkrzJvG7MCkKRWotSol69Gi0+shyPR+aNNdElm/y5g0xItYkK5osxqSzQTMHG+eDgA6RlpY6kzaO5gvBhVj8wUsPincmMpwpdKxj3mvm4g6cDZrnTDSON6c1bh7fj4kn65CqL2p8rwWa6Ky4W2CCBI8M0oMXtPCMe8Roj3UtcbhlPmRpShLLT0XFOsf7QKoVytT6M9FhV2M60eA9uBBV1z0mgImlZ8bK2A5HI/rDEf2BZOaLSko4QhB2rso5Ku+ikKKLa45UghGX8f2JLpfliF07t1NVFYP+IqNhXwwmFeh12xgN3bKN954N69cxPz+L1hK5LfKcMh9J8yZCQauTBLzBpyYuZQ58SVUMCVVBapRYkTNdyUw7ob0VozHQSg0aQ6aljysvc5x3aCRw4V2BK2myGNqI7oHMU0sry0iShCRNSbMMrzSdSoxmm7RIs4y5+bV0uj2MSajc6oMDSu0ZnZ6cx6p5Lez5y8nXmzeHuPbLv7USp9fE5tjUWlKTsNCdoZe1aCcpqbFNADPEivwQBYwLJ30yw3LIsBxS+VKUlVWtJyE3SKAuMZQsfQhIADSqSIcYHHXBgfYY6h6J1SMvKnIr89jpWNmoNS4okipmdiJhWeXkIeWNxObk8bol519b8SoWQNR2SR3IrQOqci+6Ipc1T4ldkueS0XBVIeQjiQQiRFBY6JeryuFKof4viirS7zqxRZQ0WNcBRuLXueIbF1Ox6elYDdrtjFaWYo0hjdpyBhkTFzPvdel7iCrdSou2i00kAxOsxfsgAWRt8aWn3W4JUZAqSVNx/tNUeipMpPa21lC5EqWEqtumFiW1i9GRCjHjRawhGztVOki7gYqLfcPmZTS+zkCHEP8tX5ROTJNZa9blOznt9k2wr/QUhZhfVSxRstZgrObAtggEHbRhgapylKMhVVGI55mJEE0rS9DeYeJCZUJOQMTxhDVKJp2lQpp04g4TL6beKCMdtbCaBBnEELs2A0gDoorKzYxTj+ODjQ2ZxtkA6pk4NkDFpPYxilEbuatB/cWPm47lxlHxJ9HgA5rIR3NW0VAoy5KiKOJkVlFzwDYZjdowm3Q0fFh5dylVGx1RwM/beMMrJrMotUBZnXaPlm/zXCGq6TrRWNOKBo0sgqIeHyirnWS7EnYsjlY9boDU5k+MiThINpaiCeuKDx4V9Njwqw3/aFBJxC9Gm/V4U6mNqkmHysV5qI2MF7G23DlZaYNWKGPIsjZVu0Tt3CmaDfEmTNMUrRSj/oDlpWX6oxHZYEDpK1HnbGXCXKUt1kqNqbYGtKQoaxrjujxstdi5fQmbtlDasrB2PcakDIYjya6UotFg4gJZlSVOVY1t6CKrmERHZ7HGsnPHLpYW++R5SatlSVs9Kj/ilpt/xs5tmlDdzsLCDIRlOt05ZufuQzdrce9D70VRwNLykP6gL82RvVnSNWtRWrN92w76y0vkoxFFUVCWBWUl/UxpKuKPRS7c/2XpUMrS686J3Y6ol3Y7GaYmI8gLbv35LZLlWCV8FK2Tkp4xC0o9PqqePLtBqSY8sSKTUb9fhdgMSIyi4gmxvAjlUa5CuRLtSpQrCVWO146qGArne27QOkGlOjbdy8Yu6rMTPRneN1SdY3rb2vGonzd+UXMfeN/YC6tGasd1z02vSCUZSeNlzbMI449V8jNRQutrrMUmSpjxgpP+FFxzTVmW0ev16HQ6aKNxuWfn4iI+BLqRkLreHIWOFsrIPljl0jDugzghpnToAAdvOABrLYPRiHJbye1bt3Lrlq2UBAo8ebtqyvRGRU5eFuTeNcx9SoFxTuajCVTF6o3l5cUd3Lx9C6PhiKoqcZUjS2B+ts3C3GHQhD8CGzbci/n5WdLEkCSa22+7jS233cZwMGLQH5C0WvTaXazVpKllOOyzZdsWQjlghxsSPLSMp9NNOOBea3HOc/uW26lchcsXqZxl/foNdCLxhQI233or/f4ymgpfDcmHJb4wdNpter0WSSrMVyF+90LTbul0OvRmZ2h5yLqONG0zt7COTqfLhoMORinNYFAw3I8spI62T+Pj179Qdd6MWvZWAkF7xLInspPxD2pmVBNLS1KbMNvq0UoS5ruztJKUdb05MpuwpjtDYjQGKfsjSFS/KHNK59gxXGJY5Gxd3MnyaMCo6qO1J0nEealDW16NQ/C+FvTVIY5pnMuhRKEYeimNqfZDnBSgPxT9GR2dDK1g5CyJVXhtaPm6nzRQlZqqUI3CtK88RHIChZfSGiP3uVFRfNPGL6Qmw6G2gWRxLIfLlCNF3pdAQVk4obUvSjSeXi8jbVk6M+KcuirQX84ZLo3I+wXOB5wPjIYlKjis8mRRsduYOshTh3jG37r3kO6H3tLaNfMszM3Eniq5ZueEAbHyTqiStVSLaCU/izKhqkqMkexfI8BHLOVMUvASOBBmNul1CsEzM9PFGEO728YYjVcS1Mi6bdIshcTgrfSAiAMhvWPOibNbkyEpLYGI+r7Q0XnwSpEzVn6HaJcaRWLTxoaFuJ/sTrTzC7BvjkZtgNc3qJJ66IAYvigwGJxVeJ3iU02aGpLEkFpITKTWCx6FEyYLYmlUvM00AUP0dtUKL4Bxr0Z8HlZ6aTTZD8aLi9ozEFkzMDX/jrts7WDUv1mJ/ctojI8dszTNuY2vYVLDoXYWJsVtVmYpVONYNBmbiZrxFWgut55kk8eqvbBxRkVNDFhdttU8Z3xeSumG/kyifZNjqCQNrhxuPwy+yfGo/z35WkMF66Vttj551VyPbow/5dWKrMj4euvbrbYdQww+++jA1kMUHY0gg6StpBprgb9ahFHHZmjnpUHVE/s7jPxNkqS0Wi2UMhibSa1pXAi98+Mx3M+MhnOGRCUxJR8XNS3c474SZ9xaaS5UHWhlKa12h1bWotPqUBS1ozEjY+xin5SyGJOSph2pAC1EzXhpsYAw5LbN22l3SobLXbRp4/0s3hnyYUVZSZ177WAbY0VfZDSkrKSEcFSMWO4v0x8MGQyGFEWBUoE0sdikK4xTrUw28UrUx31ko8rSFBUX2P3VvWmi8HXdtxonNn7hKlHPn3olmXBoVd24jZT8oTyeSgxfrUSdtaXInGFmvkVRGlrtjCQxZG2DzRTKBoIWR0V5qTWfbORuMhl+slyK8evUAZtxEGIc4B33Z9QaG6uBjoZKgCb1XeuBCCFFfE8gsglGVXA1yYEvewnRKfNRqwClsLEM1QdxsKq6WdE7oaSOEeH6UfeeBIjjFUtk6nVMi8JuUZXiSBRlc98rJVnePM8xKAbaMsrzZv1TkWXJavk3RqH2oxm8LEdUxYiqHIljSiAxWpifVMzpxyWplVpaicUYycJaJRSplY00yUZHIVvQSEYxszGo5SsIisyK+FdmNU4puu0U5ww2kdIIyeRWgIkZpegMxihtYi1ppGQ2WjXfXxO8AYREw2LSFlZZsk5C1uowv7COVrtDrzcn18Vo/0qnmMhaUN+nMv9rQcimOGr8v3EQAbnXG5V6E7VtlCYxmpZNyGzKXKdHahPmuj1Sk9BJUxJjhFY/iIEZQqCsCirvWBoNKFzJjsEyo7JgeTRkmOei8xNoznocbabeDoRnM+qVEBhnCuJVhuiI+P1Rt6YOpEqzLwq8UhSlw3vFYFTinMYo6bNwhcdVkoXUIUbCY++Ijr0tIugYxztEvasY9GsCLwrqkr8m+dnMmTDh+Ci0FYap4Ik9ENKbWQwLirzAOVnXqqjJVDOy1Uyk9YcqJvSMarbP1W8TJDaJQV4au06ruJ6HGBZQviYYFLbTqF1Vl3Wpunc4Oho6Uv2qSOGmtFy/rit/om3iQ+zFVTUrocdFGzrUgywRLoT7dexi1aVRY0NYfvqJsfdhzMJJvCdk7airP8Ylfr8M+7QkVj4yPisVKSqJomgSeQ1IGkoFSDophgRw0bMvCE50MORLcSjlmAzayoQLmLqmvpmN0RmuDfF6cGrHIdrKjQqtiuU9EwZ9M7tDbVjWnlztaE86GeMbQZy3IJvcfoT5pFZWjl/zEtdGiTRbj8vEfGwCtbE8oM5W1NSeRskjifoWMDaM3G41/WpiHinAIpzPKv7N2JGR1a0eq9qgr6laa1vcGOFTNkpjjW0cDTGq5WoqL7zNZQV5WbG8Zeeqxw2i6nmdbYhlP3VjfQgOpYL0jmiHjeVR2kQRGiup/3oiiIpuWHGMenzjNxWNr4DzEi0INae5jo4isnCkWYZ3TvQ1RpairBgMhuiebMbDvGDX8nIjHDg7N8f8mnm63R7WGJnHyqCTDJDvvYybT+0Ah/3IohV5h5m5NSRJ3AQZYaxkIb2TFaubZlit6LRaZGlKtzdLu9NpGr7aaYtO2mbL1u3cfMvPWU6HtLIO3U6X+fkNKF/i8w6+GvLzn23F6CVu+9n3SWxCO/sRrazDwYfelzRrMyhkccy6s9gkRaUZKFha3MWWLbdhU4O2mq3bbmfn4k76ywMGg6GUVGqYmZ1l7dp70em2mF+YpShHLC3toCgLqmKATtrMzLYpC1E83x9lcFcFqmosIghjI2ZFVmOvGDsXzdOJtSogG4KUew4hKHwipZ4zGyztskMyfyDeO6Gb1EpUrI1GW1BaBDyFQ2LsPOwtozGZwRg3idfrBRPZDHnunIh5uv2gGdWqlKbhoKR3xAe0VyKmGJ2NBCXMgVpLX42x0twoO1izsero4OVFTpGPSLWi3e2QZCmlc+RVwSAfEkIgLVskVSJlJlrKmLyO2iAhSAkAsuNrZEwTbbCtNiZrsWPrFnbs3M7SYCjzU0lJkCsc27ZsZ8laFtNdDIscbVMSLTTqVmlaiVBNmlRT7kdGY7i4DZcvQ1XK+m8UZAnO6EZklRgsyowi1YFiOGBUjAijIS0FJk3ItNBHJ6kieEdZDLF41s518M5T5IU4ClkmEVcjgZD2vRbEuUllzev3c/rLQ1yrgzYGYzTtdkvoMa1hdqZDty1Cn/gYkw+eonSMCodNFalStHWLtLeWmd4c6zccQqvVZn5+Tcx4pHgCc6Wju2vXqsdORR0tGBtMtYMpb1DNTVkLmNUOR+3kSubCkFpLJ81oJwlzWYd2mjLf7ZElCbOdLtZYWnHdDnXGzY1w0cEoXcWWpZ0MipxbF3fQz3P6uWQ2aqfZN+HVycDn2C6JW1GDEMuOQjROxHGOBvx+lJwB+CrHl+KgV9HorQoxYocDsetiVQ61BZaYmOXRlrQFyoTG6TX1lUU9rhD1c2iCHzGj0Th78RpDiEEUg9ZS1RcI2DRFJQmjkSdUOeUopypKytLhKnE6vFNUPsS1S8VSexUd9npww1gQVIHXgVay+n2i1c6klCuMF3mlY+DYewhVzDpH+mJjSG0CpNEOHhNw1GQoQhQj/W0eTzAB2zKY0uCVrAGjMkc5zaAYgQJbJjjjaftS+oubPUuiLaWvhCwjxMiIUlJmFTWLZC4Re1YlE+di5YpCKHQTXbsLsqa7ICyQdwb71qMBqJhwHPNR1zXKMpEMUiMXtTijGmgVc/Ju3EdRs0mHcZSaFY5BHZWoYxNxnYDxYjF5blKb1PycRB2FHD8PzcFqJ2Osxjz+1PEGHMZ/t0qM+y1o2K+azT5eW+0Vr/yb8fXVJVL12E+kHlZkMybPWe9G3dZ43o0qbx17jQaVUhPrcYwCxPKR+nOMqR0NvVtmZNK4UjHK6Pebem9yLMb9KuPysyayE2JmQ6mGTWL33ppAzFJMHGNFJmhiDjT9H3XCPU6k2uNX2jS6B9oYiTDE5rc4BFLCERlHqqqSQ2gdywsUntik1WRm5KNM/Lz96gvCRtFHizHStJplGVUFqbV4p0mNRHR6nS7tLKPbm6Hd6WC0CB+lWuqQ+1lKlli67Rbz83N0ux06nS64kjIUlMCospShxBUjtM5pp5ClOe3OdlrtDiWaoDTBpFgfCGqA1iYyW5Vi7GgjjoPzlFUpzWhGNv5WK6PdyqJycSxN8FVkQSnxPoomKtFZ2B+2s7q0CBWYTGop2OP5LzjCOGgamoVL1pQ64kTAKQdetH+8CuhE6ouzjsV73ZRV6uhwKM24frs+Vhg7GnW51DijwbhHIzoVdSZjRUZjxfv2j/hCWFSkF6rScb+I5Bp1n10t1idBAS0Gta5743yz7oQ6ihaDB/JeQ1CKoiopq6r5EsSwdIzyUTRYQlPmqINqStRMzAwkNpX7AKQcKj4CQeggkRLhWk9GKDOlN84YYY0zQRwmW/PZa0PQq48uex+zfYqoLBx1MrSOZA2+ZmLHV9LkPRoOyYcDqlKaXxOjUcpKUEhrYdzSRghclTSfSsAvinBFsa+Aamr96163moREerIMaZZKj0LUR7F12W4IYMAkCdqmmESRtMAmLZJWh3a3J//O2rTaXbJWiyRrRXpncTAlwrv/DIWs3JLGCBLdFu0tK4EzJbS2NmoIWGNIjSVLEnE0bMpc1iZLEnqtFtYYEi19ic5XMauaR/pPWa/ysqR0FYtD6fMZ5Hns96moxNtfsXg0lQ3N+Y8jFPU60awnjEt/AjTfV7KfFPLx7qGJ6kYDWIVA5WI5pZH+DR1thEYmoM4ZxL1TI+WLGh9ZrKNzTIBY7i57cBi3X9VXG8uxUFHYU6x26TUMot3mncdVDl83ioxXZur1nzC2qRoHoClvmSieChPDvQqoCYM1+JXBah8DSnVlhOiBebkP9fg7rL/dcRZWNWLD9booYzDei7yKFT9abDPRW5LMhYmZCMk+1Fb77jbz5JjVhWzx92NjtJkZNY16PXaT43dnsE+OhtYVqZLotomxAx0tcqnPlxpjgiM4h/MuKotW8gWEyEhikuhIrdymVRzo3WNptcL02JidKGGRM6tdESambPSeJ45d7/x1lCPIscdc7fFwQdq4CEL6I5kCae5ZLXxwiGaDKGUbY6NxGWJT4eQ4jKOoddM2EOnT4oSOKrn17ydLp3w0apWSDIZSSiZsHAdx6PWEERsbB7VGV+BqQyqANfWiKr0ZSSIGn4k11d57qe/3Pi68UgPtQxC9hiDV6PuDOsMDNGViIMaHqH/quGHEMQtCcasx4nlH9rKgomNS+xQh7Ob0rXTsjLbi7Xtg4jtx3hO8QycJSQgkrTZJLiU8RVlSeR+ZHixplrG0tMTS8jJpK2O2rCRSk6bUxYIuaIpSSmici1uOlgnr9qOxVOs2M711ZK2EJBuhtOOgDS3KypPoLpoEEypU8Mx2urRbGa1Wm6wl/Q7WaNyooBqOKLsJS7Mtet2MtQesl4b2VouyGLG0I2XQX2JxV5/RqM+O22/Fu4rMLpEmCTsWc7J2i+7cHDbL6MyW2KRFWdyGc4Hl5Z0URU5QDoMVdikvApatdsZMt8vcbI9Wq0O30yEEx6C/RJEPGQwWKcuS0WgACvJiJLXnWRvXXv0O4pzoVYhDvzLq1vxUK5/vDTKlfHN/1xusPHeE4Bqnpq5lVibQsknceFWzVtXBD8KeTsSKYzQ/w0QQJVJTNz9pnInGMfZSulf5QLUfjsZMlmDaKSEorBIjhUpH31CMA20kY2FSoaCts37OOQlMRAMlxI1cp5aWFhVgbQ1V8OzYtYtRPsIkUWBSQ+FKbvn5T/EERr6C1JBIWLS53lpkrtfukKUJIzfiZ1tupb+8xKAYoqxmZnaGyjtpjg4qlrN4ClcQNHR6LbTSZNrKBY5GKAVJFF1bLXxVkiUWAywtLeKdZ+2aNbTSjOX+gKKoYiO6p7+8TD7os2vHdvqLi8zMdJiZ6UBiCKqmTJbMRpYJ5WpmDa6sGCyPcD5QViGuQwYXAqNc+k6GgxHeewqvQGmydpt2u9OUePSXlyjykSjaK2i12yL81Zmh1e2RtmdodedQNkVZ6RPTJqPTm6XdnSNJUrROIYYqvfeR4W4/1jszWT4cH/H2DTEIKU6CkFGkNqGdtGlF/YJu1iFLU9pZi8ymdNKWEFfYuFe7AudLiqJP5UqW82WKqmDnYFH6WqoKFwLDsqLygX5eUHoReGyi2to2ZYkqNn/HoHKDyZ5S3wQm6jUkxEhD47Kj0bRNa9XjVp+LqitJdAzSKcmKioBvoHI6Bjsjnb7SOGUoCWhP3M28ZPaMIjWKtlVY5Ul0bNIOsd8zlvw0YnnR/qoqCco5V4i9ZVOU1lS0cN5SVSNC4VHeSSlXFKpzTuEMKIdQ24YwEUitHYLxcx+CrEde1vnVwis9FvYlBinjI3fCaFn33gSdYNFSltiIkkqJkkOkHCwaZxQqteiQkHQzTCuhUg6nPSGV79ynYsgZErk2qwlaUQURrm3YRkMYR8b0eKJJ0ClKIDQyEhL8MYmVSopog9QOVE0OU5874Y5DbZO4U45GbYD1RyMS5WNKWdeOFhKDquJOFbMXrgLnqJwoJtcQR8OtMI5r1NF2vaKbvTaQm51a0nAr5sY4wr+i9GeP+TM+RvNzYrMeX289aVRTnlA5z3JsVNuXKHP93rwoo7aFwtgSY3zT8FsURVMWVZdI1exPTQbBGEm3eqGMkwXA4/y4DCiEEHnTRWRFKUUSG1rrmsnaKNm9T8F5McJHeUFZxXRn7UBGJ8N7J+VIRrRUKqUJTj6rco6iqh0NMV6KSoyoonT7PG6T76/itdTXWbPNaK1xxqO1kfHStql3rHnva88+xHmmtcbpseNT12gDK8uUlMYa0b6oz1pZOZZzEslyRY4rhaveeU+ohLu6LAoKa6niuFSVoypLikKa+Y2WGk6J/Tgqryi8EgctRiB09PTqMoxVzbm8bNSxnS9RWjZy5wLaOFCiJqyDpywrcSpNKY6bcTitqEY55XDIaCi9EhUahYx3WTnK0lGUnrL0FFWgyAODUYmvKpz1FKWntTQgqzzepqSVx5sB1nqKvKKqPMPRiMoVODzGO5yT+ZgknsQGylRS5FqXGJ3jfEVVDcnzIYPBiLIqGQ1yApbB8pAQFPmooNifsRuWItC1mzexL87GeJkJK59PfFYdBZzsCWlIDALReWDifbu/f5JFiia7UW/cjTbGir+to1STx5QT885HBpd9v2eb+7WswJRidlQIVW6loiNTQYilVF7HAFDNuqNwTlL21Bnb+JB+DEdVlOR5LmtdWZIXhdA0KigLUb31UfeiqOvgqRvT5fw04v1UtsRqzcgPKdWI4WAgGhjxy3Re9GXqcW22pdgzEbTGaYlG+aKMsbD9u2eHw1wCO2XFcCgU1HleopWmKEryoqSMJVRlWaIJ9PtD+oMhNhFiB3HadBMJ9SE6HEZ0qFzlKZ301JVFrdEk5WV5XkT9nEKysGiUNhRlhbEuMvkoirKkKCryuJ6Jc6VRSYUqHDoVh1W5+ugSbNQmYXl5QGILyqIaB2+cZzAYsLS0tOqxy/OSEPfruncpFuw0pNJOe4z2mKBRXpOEiooEpz2VdiQ64HTA4alUZNdzFT44yiqnqgpGowGlK1kcLZGXJTsHS1Te4coSHwKDSpzlURHZyUIMbDbGn8yTmm1KjHs1eUHNe+pa+ZWCwQoa9TmNQXQj9nXcJt9fVg5rY4ai3ga9iyXj0TGKuijaBTHuPSS2vnclLq6Q28MaZJ/1CqsDla7z9z4yHcmHmN0qOMrIIjUqQ9QI8zJsooCHKxyhqNCVR7l67uqG9KJyEhye7MtqUOv6NIurrJV5jCCvZs4tLw9xVfx+3DjDEkJgWAoBTB2mSvKAtRXWStlhvRNII7vYM1Zr8uGI/mBIXuQMhjkuBFr9Af3BkOGoABSD4QitDWUpzIpBK2xpYg9oXTSmqLVZiOtrnbBamXup+6R3q7aJdmajuRYfSSz7L6uKQX9058Yu3AnccsstEyGC6eOWW265M8M2Hbv9GLfp2K1+7KbjNh276djd/Y/p2E3H7jd53KZjt/qxm47bvo2dCuGXu3Hee37+858zMzOzR7nTPQkhBJaWljjooIOaRuJfhunYrW7cYDp2MJ1z+4Pp2K0e07FbPaZjt3pMx251mO6xq8d0zq0ed3bs7pSjMcUUU0wxxRRTTDHFFFNMsS/Yvy7dKaaYYooppphiiimmmGKKvWDqaEwxxRRTTDHFFFNMMcUUdznuEY5GiGxMU0wxxRRTTDHFFFPcffCRQXOKewb+Szoa/X6fV73qVTz4wQ/mgAMOIMsy/uEf/uHuPq0ppphiiimmmGKKexS2bNnCOeecw7HHHsv69evJsoxPf/rTd/dpTfFrwj4J9v1nwGg04rjjjmNubo7XvOY13Pe+90VrzWGHHXZ3n9oUU0wxxRRTTDHFPQa33347D3rQg3jwgx/M3/7t33LIIYegtebwww+/u09til8T/suxTp133nl87nOf4zOf+QzW/pfzo6aYYooppphiiin+U+BZz3oWeZ7zj//4j3f3qUxxN0EDfPKTn+RRj3oU8/PzrF27lic/+cnceOONAPz4xz9eoeK9Zs0a/uAP/oBt27YBcPjhh6/4/eTj4osvBuDmm2/m5JNPptfrMTs7y9Oe9jRuu+225iRe9apXoZTiBS94wYqTe+ELX4hSile96lXNa7/sWJdffjmHH344j3jEI+h0Ohx66KGcf/75K5QLDz/8cN785jc3zz/72c+ilOIpT3nKis+/+OKL97im3/7t325+/7jHPY6zzz57nwf9rsDun/0P//APzM/P841vfAOAL37xizz0oQ8lyzIOPPBA/uf//J9Nn8oZZ5zxC7+zM8444264ml8v7oljd0dzeXl5mTPOOIMNGzas+P211177C/9WKcXy8jJ/9md/xpOf/OQVn1WWJevXr+fd7343sOd4X3rppXtwj+9+TyqluPTSSwHpsTrttNM49thj2bFjBwA33ngjJ598Mhs2bKDX6/GQhzyEK6644q4bsCl+bcjznBe84AWsX7+eVqvFox71KK6++uoV79nbPlPPD4DvfOc7POlJT6LX67FhwwZOPfVUtm7d2vx+b2v1q171qhXr+RlnnLHHHvDrxuMe97g9rvOP/uiPuPjii5mfn+fSSy/liCOOoNVqccIJJ3DLLbcAsk9rrfn617++4nhvfvOb2bhxI957/u3f/o2jjz6aTqfD3NwcJ5xwAj/84Q+b9+7YsYPTTjuNhYUFOp0OT3rSk1b8fnIdMMZw0EEH8bKXvayptf/CF76AUoqdO3c2f3Pqqaeu+K5qe6JeW/I85/jjj+f4448XVfbp2N0tY/fL4L3nggsuYNOmTWRZxmGHHcb5558PwLe//W2e8IQn0G63Wbt2Lc9+9rNZXl5u/vbyyy9nYWGBBzzgAbRaLTZt2sS73vWuFcd/4xvfyDHHHEO32+XQQw/lec973opj1N9hjZ/85CcceuihnHvuuc1r73vf+3jwgx/MzMwMBxxwAH/6p3/K7bff/isakdXhnrrWaZCehhe96EV8/etf57Of/Sxaa5761KeuaNa54oor2Lx5Mx//+Me56qqruOCCCwC4+uqr2bx5M5s3b+aQQw7hzW9+c/P86U9/Ot57Tj75ZLZv384Xv/hFPvOZz3DTTTfx9Kc/fcWJbNiwgQ9+8IOMRiJpPhqNeP/738+GDRua99yZY23ZsoWLL76Yk046iWuvvZbXv/71vP71r+etb33rXgfAe8+LX/xier3eHr8LITA7O9tcz4tf/OLVjvOvFB/+8Id54QtfyGWXXcbv/u7v8rOf/YwTTzyRhzzkIVx33XW84x3v4N3vfjevec1rAHjLW97SXNPTnvY0nva0pzXP3/KWt9zNV/PrxT1l7O5oLr/2ta/l05/+NB/+8IfZvHkzV1111R5/P/m39aPb7XLmmWfyyU9+ks2bNzfvvfzyyxkMBnvc46vFC17wAr7yla/w6U9/moWFBUCcoxNPPJHPfvazfPOb3+T3f//3Oemkk7j55pvvks/cF+zNwKkduTqIsrfH4x73OGDPRX/btm0sLCys2Fh33yhg78bJy172Mn7rt36LTqfDfe5zH17xildQluWv7uLvArz0pS/lIx/5CO9973v5xje+waZNmzjhhBPYvn17854QAq9+9aubuTeJnTt38oQnPIHf+Z3f4etf/zqf/OQnue2223ja0572676UuwRnnXXWivus7i8cDAacf/75XHLJJVx55ZXs3LmTP/mTPwHEODn++OO56KKLVhzroosu4owzzkBrzcEHH8xb3/pWvvvd7/LlL38ZrTXPec5zmveeccYZfP3rX+eyyy7jq1/9KiEETjzxxBXzp14Hbr75Zt70pjdxwQUX8KlPfWqv13HNNddw2WWX/cLrdM7xJ3/yJywvL3PppZeSZdmqx6zGdOx+Nfhf/+t/8brXvY5XvOIVfO973+MDH/gAGzZsoN/vc8IJJ7CwsMDVV1/NP//zP3PFFVfwl3/5l83fbtmyhQsvvJDnPe95fOtb3+Lss8/mec97Hv/v//2/5j1aa/72b/+W7373u7z3ve/lc5/7HC996Uv3ei633norxx9/PCeffHKzL4MEuM477zyuu+46Lr30Un784x//xgX/7rFr3d7kwrds2RKA8O1vfzv86Ec/CkD45je/GUIIYfPmzWHTpk3h/PPP3+PvNm7cGC666KIVr336058Oxphw8803N69997vfDUC46qqrQgghvPKVrwwPfOADw0knnRQuueSSEEII73vf+8JJJ50UHvjAB4ZXvvKVd/pYGzduDP/tv/23Fedw3nnnhYMPPnjFeb7pTW8KIYTwnve8Jxx11FHhlFNOCSeffPKKv7vwwgvDunXrmuf1edZ47GMfG/7qr/5qb0P4K0f92Z/4xCdCp9MJH//4x5vf/fVf/3U48sgjg/e+ee1tb3tb6PV6wTm34jinn356OP30039dp/0bgXvi2N3RXH7Sk54UzjrrrOZ3u9/zF110UZibm/uFx77f/e4XXv/61zfPTzrppHDGGWc0z3e/Tz72sY+F3ZeeyXsyhBCA8LGPfSy8/OUvDwcffHD40Y9+9Euv8f73v3/4u7/7u1/6vrsaj33sY8NZZ50VNm/e3Dxe/OIXhwc+8IFhaWlpxWuPeMQjmufbtm0LIcg8mlx7nv/854der7dizHdfe0II4fOf/3wAwo4dO5rXzjvvvHDllVeGH/3oR+Gyyy4LGzZsWPHd/KZheXk5JEkS3v/+9zevFUURDjrooHDBBRc0rx144IHhrW99a/O8nh8hyDX/3u/93orj3nLLLQEIN9xwQwhh72v17mO6+/dwd+AX7SkXXXRRAMK///u/N69df/31AQhf+9rXQgghfOhDHwoLCwthNBqFEEK45pprglJqr/fOcDgMz3zmM8NjHvOYEEIIP/jBDwIQrrzyyuY9W7duDe12O3z4wx9uzmFyTn7ta18LWuvmb3afj495zGPCeeedt+K7qteWb3zjG+HUU08ND3jAA5r7YH8xHbtfDRYXF0OWZeFd73rXHr975zvfGRYWFsLy8nLz2sc//vGgtQ633nprCEHu1cn9JYQQnvWsZ4XjjjvuF37mP//zP4e1a9c2z+vx2759ezjmmGPCKaecsmKP3huuvvrqAISlpaU7dZ2/atyT1zoN8MMf/pBnPOMZ3Oc+92F2drZp0pmMDj7ykY+k1+tx4IEHcuihh97p6P7111/PoYceyqGHHtq8dr/73Y/5+Xmuv/76Fe999rOfzTvf+U4A3vnOd3LWWWet6ljHHXfcir971KMexc9+9jMWFxdXvD4YDDj33HO54IIL9trPsbi4SLfbvcPre/vb306v12PGVyB5AAAOtUlEQVTt2rU87GEPW+Gl/6px1VVX8Yd/+Id0u10e9rCHNa9ff/31POIRj1hRnnLcccexvLzMT3/601/b+f0m4542dnc0l+9973vzhS98gZ/97GerOvaZZ57ZRANvu+02/vVf/5U/+7M/W/W51njrW9/K+eefz5FHHrlH4+Dy8jLnnHMORx99NPPz8/R6Pa6//vq7JaMB0Ol0OOCAA5pHnSHt9XorXkvTtHm+Zs2aPY7zgx/8gPe85z288IUvXNV5nHvuuTzykY/k8MMP56STTuKcc87hwx/+8H5d268SN954I2VZrlizkyThoQ996Io1/Y7m73XXXcfnP/95er1e8zjqqKOa49eo1+r68drXvnaPY11++eX0ej0WFhZ44AMfyHve85676lL3G9ZaHvKQhzTPjzrqqBV731Oe8hSMMXzsYx8DpNzk8Y9//Ip75+abb6bX69Htdrnqqqua8ubrr78ea+2KtXDt2rUceeSRK76HXbt20ev1aLfbPPzhD+dlL3sZj3zkI/c410svvZSbbrrpF9oJL3nJS3jf+97HQx7ykL3eB3c1pmO3elx//fXkec4Tn/jEvf7ugQ984Ip787jjjsN7zw033LDitUk86lGP4nvf+17z/IorruCJT3wiBx98MDMzM5x66qls27aNwWDQvKeqKk488US+/e1v83u/93t7lN9ec801nHTSSRx22GHMzMzw2Mc+FuBu2xN2xz15rdMAJ510Etu3b+dd73oXX/va1/ja174GQFEUzRs/9KEPce211/KlL32JXbt2cc4559zlJ/OkJz2Jn/zkJ3z0ox/lRz/6ESeeeOI+H6Murdgbdp+Yf/M3f8ORRx7JSSedtNf3//znP+eggw66w8875ZRTuPbaa/m3f/s3Hv3oR/NHf/RHqzbY9hVf/epXeeMb38ixxx67IlU5xS/HPW3s7mgu/+///b/ZuHEjhxxyCL1ej/vf//77dOzTTjuNm266ia9+9av84z/+I/e+97159KMfvd/nfNVVV/GJT3yC73znO1x44YUrfnfOOefwsY99jNe+9rV86Utf4tprr+WYY45ZsWb9Z8RLX/pSnvOc53Cf+9xnVX//oQ99iOOOO65xbM4999zfmI12tVhcXKTf7//C+bu8vNyUyk4+fvjDH/KYxzymeV+9VtePP//zP9/jWI9//OO59tpr+cpXvsJpp53GmWeeuUcN9W8q0jTltNNO46KLLqIoCj7wgQ/s4fAfdNBBXHvttXzxi19kYWGB173udfv0GTMzM1x77bV861vf4qMf/Sh///d/z0c+8pEV7ynLkpe+9KWcf/75tNvtvR7n+uuv51//9V/5p3/6p19YPvTrxHTsfjF+0XncWUyWgE6itsd+/OMf8+QnP5ljjz2Wj3zkI1xzzTW87W1vA1baoP1+n3a7zYUXXsjZZ5/NrbfeuuJ3J5xwArOzs7z//e/n6quvbpzG/0x7wn/VtU5v27aNG264gXPPPZcnPvGJHH300U3D5SQOPfRQNm3axKMe9Sie+cxnNl/iL8PRRx/NLbfc0jReAXzve99j586d3O9+91vxXmMMz3rWszjjjDN45jOfiTFmn4911FFHceWVV674uy9/+csccsghzMzMNK9t3ryZN7zhDbzhDW/4hed+9dVX8zu/8zt3eH1zc3Ns2rSJ+9///vyf//N/KIpij0zNrwqnnnoqf/7nf8673/1uLr/88uY7Ofroo5s60RpXXnklMzMzHHLIIb+Wc/tNxz1t7O5oLm/YsIG/+qu/Ys2aNXz2s5/lE5/4xD4de+3atTzlKU/hoosu4uKLL+aZz3zmXXHKvPnNb+ZJT3oSb3/723nJS16ywmC+8sorOeOMM3jqU5/KMcccwwEHHMCPf/zju+Rz7y588Ytf5Etf+tKKBsd9wVe/+lVOOeUUTjzxRC6//HK++c1v8vKXv/w3eqO9733vS5qmK9bssiy5+uqrmzX96quv3oOIYxK/+7u/y3e/+10OP/xwNm3atOIxGRms1+r6sbdocLfbZdOmTRx99NG8+MUvZu3atVx33XV37UWvElVVrWhYvuGGG9i5cydHH31089qZZ57JFVdcwdvf/naqquIP/uAPVhzDWtvs4+eccw7vf//7AVn3qqpqgowgvUI33HDDin1aa82mTZs44ogjeMpTnsITnvCEPWyBd7zjHfR6PU499dRfeC3ve9/7+P3f/33OO+88zjrrrD2qDe5qTMdu9TjiiCNot9t89rOf3eN3Rx99NNdddx39fr957corr0RrzZFHHgn8YpusHptrrrkG7z1veMMbePjDH85v/dZv8fOf/3yPz+p0Olx22WU8+9nP5rjjjlvRI/P973+fbdu28brXvY5HP/rRHHXUUb9xjeD35LVOLywssHbtWt75znfyH//xH3zuc5/jRS960R5v3LZtG7feeivf+ta3+OAHP9ika34Zjj/+eI455hhOOeUUvvGNb3DVVVdx2mmn8djHPpYHP/jBe7z/Oc95Dn/913+9Vw/szhzr7LPP5oorruDVr341P/jBD/jgBz/IBRdcsEdj0dve9jae+tSn7tX42rp1Ky9/+cu58sorOf300+/w+pxzjEYjdu3axYUXXkiSJM0N9qtGPXk2btzI3/zN3/Dc5z6Xbdu28bznPY9bbrmF5z//+Xz/+9/nX/7lX3jlK1/Ji170IrT+L6nRuM+4p4zdnZnLN910E6effjqXXHIJD3vYw9i4ceM+f86ZZ57Je9/7Xq6//vq9fk59n4xGo6ZBsn4+Go1WOHY16u/oD//wDznxxBM588wzm98dccQRfPSjH+Xaa6/luuuu40//9E//UyvNhhB48YtfzCte8Yo7zMreEb7yla+wceNGXv7yl/PgBz+YI444gp/85Cd38Zneteh2uzz3uc/lJS95CZ/85Cf53ve+x1lnncVgMOBZz3oWn//85/mLv/gLTjzxRNavX7/XY/zFX/wF27dv5xnPeAZXX301N954I5/61Kd45jOfiXNun87He89oNGJpaYkPfehDbNu2jQc84AF3xaXuN5Ik4fnPfz5f+9rXuOaaazjjjDN4+MMfzkMf+tDmPUcffXRTlvOMZzxjRTT68ssv58orr+Tmm2/mK1/5ChdccEGz/x1xxBGcfPLJnHXWWXz5y1/muuuu43/8j//BwQcfzMknn9wcI4TArbfeyubNm/n85z/PF7/4xT1sgQsuuIA3vOENe1QQTKK+t1/4whdy6KGH7tXmuCsxHbvVo9Vq8bKXvYyXvvSlXHLJJdx44438+7//O+9+97s55ZRTaLVanH766XznO9/h85//PM9//vM59dRTGyKfF77whVx88cW8/e1v54c//CFve9vbeO9739vYZJs2baIsS/7u7/6Om266ife97338/d///R7nkSRJU5L6zne+ky996UsNZe5hhx1GmqbNMS677DLOO++8X+m47Cvu0WtdCCF85jOfCUcffXTIsiwce+yx4Qtf+ELTgFI3INWP+fn58OQnP3mvTVJ7awYPIYSf/OQn4b//9/8eut1umJmZCX/8x3/cNAqFsPdGxxqTzeB35lghhPDBD34wHH300SFJknDooYeG888/f0Xj0MaNG0O73Q633HJL89pkc8yb3/zm8KAHPShceumlK467t2bwelzSNA33v//9m+avXzV2b/jx3ocnPvGJ4RnPeEYIIYQvfOEL4SEPeUhI0zQccMAB4WUve1koy3KP4/xnami+q3BPGrtfNpcHg0H47d/+7XDuuec2v9vXZvAQZAw3btwYTjzxxD1+N3mf3NFjb83gNbZs2RLWr18fLrzwwuYcH//4x4d2ux0OPfTQ8Na3vvVuI2e4M8139WuPfexj9/j7008/PXS73bBp06ZQFEUIYc8xf+UrXxmOPfbYMBwOm8enPvWpADTr37/8y78Ea2344Ac/GP7jP/4jvOUtbwlr1qz5pd/d3Y3hcBie//znh3Xr1oUsy8Jxxx3XkHscfvjh4cwzz1zR8B7CnvPjBz/4QXjqU58a5ufnQ7vdDkcddVQ4++yzm3X/zjZI1nPRWhs2bdq0oinz14E7amiem5sLH/nIR8J97nOfkGVZOP7448NPfvKTPd777ne/ewVBSo13vOMd4b73vW9I0zSsX78+/PEf//GKv9++fXs49dRTw9zcXGi32+GEE04IP/jBD1acQz0+SqlwwAEHhOc+97lNA3Xd0PzkJz95xedOfle7ry0hhHDDDTeEdrsdPvWpT+3rcK3AdOx+dXDOhde85jVh48aNIUmScNhhh4XXvva1IYQQvvWtb4XHP/7xodVqhTVr1oSzzjprjwbst7zlLeHe9753SJIkbNq0aY/G8je+8Y3hwAMPbMbukksuWdEcv7c96JJLLglr1qwJmzdvDiGE8IEPfCAcfvjhIcuy8IhHPCJcdtlle4zX3Y176lq3V9apKaaYYop9wdLSUpidnQ0f+chH7u5T+bXjrnA0gPB//+//bV7bm6NxR05ajZe85CVh7dq1odfrhac//enhTW9602+8ozHFL8edcfZrvPrVrw7HHHPMr/aE/hNhOnZTTHH34r+cMvgUU0zx64P3nq1bt/KGN7yBf/qnf+LGG2/cK4PbFL86zM/Pr9DSmOK/Hi6++GLOPvvsO/yel5eX+fGPf8wTn/hEXvOa1+zB2nhPxXTsppji7sV/vqLzKaaY4jcGN998Mxs2bOADH/gA73nPe6ZOxt2AVqt1d5/CFL8B+Mu//Ese9KAH8bjHPe4uoZe+J2E6dlNM8avDNKMxxRRTTDHFFFNMMcUUU9zlmGY0pphiiimmmGKKKaaYYoq7HFNHY4oppphiiimmmGKKKaa4yzF1NKaYYooppphiiimmmGKKuxxTR2OKKaaYYooppphiiimmuMsxdTSmmGKKKaaYYooppphiirscU0djiimmmGKKKaaYYoopprjLMXU0pphiiimmmGKKKaaYYoq7HFNHY4oppphiiimmmGKKKaa4yzF1NKaYYooppphiiimmmGKKuxz/H1cZICXOoEyRAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 1000x1000 with 50 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "for i in range(100,150):\n",
        "    plt.subplot(5,10,i-100+1)\n",
        "    plt.xticks([])\n",
        "    plt.yticks([])\n",
        "    plt.grid(False)\n",
        "    plt.imshow(X_train[i])\n",
        "    plt.xlabel(classes[Y_train[i][0]])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "b0a80i2IIQJo"
      },
      "source": [
        "**Нормализация значений на [0,1] и перевод целевой переменной в one-hot формат**\n",
        "\n",
        "Нейронные сети более капризны по сравнению с линейными моделями и моделями на основе решающих деревьев. \n",
        "\n",
        "Поэтому им нужна предварительная нормализация данных: чтобы значения всех входных признаков лежали в интервале от $0$ до $1$. \n",
        "\n",
        "При этом каждый пиксель картинки представлен в виде целого числа от $0$ до $255$ (для черно-белых картинок) и в виде набора из трех целых чисел от $0$ до $255$ для цветных.\n",
        "\n",
        "Поэтому нормализацию картинки можно произвести простым делением на $255$.\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "2kyCZJECE5Vu"
      },
      "source": [
        "**Нормализуем данные**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "C33r-0yNkJUA"
      },
      "outputs": [],
      "source": [
        "x_train = X_train / 255\n",
        "x_test = X_test / 255"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HAPBDYgwJNXB",
        "outputId": "842bb8dd-559d-4c60-cef5-1aa4e5c5c820"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[[0.23137255, 0.24313725, 0.24705882],\n",
              "        [0.16862745, 0.18039216, 0.17647059],\n",
              "        [0.19607843, 0.18823529, 0.16862745],\n",
              "        ...,\n",
              "        [0.61960784, 0.51764706, 0.42352941],\n",
              "        [0.59607843, 0.49019608, 0.4       ],\n",
              "        [0.58039216, 0.48627451, 0.40392157]],\n",
              "\n",
              "       [[0.0627451 , 0.07843137, 0.07843137],\n",
              "        [0.        , 0.        , 0.        ],\n",
              "        [0.07058824, 0.03137255, 0.        ],\n",
              "        ...,\n",
              "        [0.48235294, 0.34509804, 0.21568627],\n",
              "        [0.46666667, 0.3254902 , 0.19607843],\n",
              "        [0.47843137, 0.34117647, 0.22352941]],\n",
              "\n",
              "       [[0.09803922, 0.09411765, 0.08235294],\n",
              "        [0.0627451 , 0.02745098, 0.        ],\n",
              "        [0.19215686, 0.10588235, 0.03137255],\n",
              "        ...,\n",
              "        [0.4627451 , 0.32941176, 0.19607843],\n",
              "        [0.47058824, 0.32941176, 0.19607843],\n",
              "        [0.42745098, 0.28627451, 0.16470588]],\n",
              "\n",
              "       ...,\n",
              "\n",
              "       [[0.81568627, 0.66666667, 0.37647059],\n",
              "        [0.78823529, 0.6       , 0.13333333],\n",
              "        [0.77647059, 0.63137255, 0.10196078],\n",
              "        ...,\n",
              "        [0.62745098, 0.52156863, 0.2745098 ],\n",
              "        [0.21960784, 0.12156863, 0.02745098],\n",
              "        [0.20784314, 0.13333333, 0.07843137]],\n",
              "\n",
              "       [[0.70588235, 0.54509804, 0.37647059],\n",
              "        [0.67843137, 0.48235294, 0.16470588],\n",
              "        [0.72941176, 0.56470588, 0.11764706],\n",
              "        ...,\n",
              "        [0.72156863, 0.58039216, 0.36862745],\n",
              "        [0.38039216, 0.24313725, 0.13333333],\n",
              "        [0.3254902 , 0.20784314, 0.13333333]],\n",
              "\n",
              "       [[0.69411765, 0.56470588, 0.45490196],\n",
              "        [0.65882353, 0.50588235, 0.36862745],\n",
              "        [0.70196078, 0.55686275, 0.34117647],\n",
              "        ...,\n",
              "        [0.84705882, 0.72156863, 0.54901961],\n",
              "        [0.59215686, 0.4627451 , 0.32941176],\n",
              "        [0.48235294, 0.36078431, 0.28235294]]])"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "x_train[0]"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "R0LRcUIGJBl1"
      },
      "source": [
        "Еще нейронной сети нужно значение выходной переменной в one-hot формате.\n",
        "\n",
        "Напомним, что такое **one-hot encoding**. \n",
        "\n",
        "Сейчас наша целевая переменная - классы от $0$ до $9$, то есть $10$ классов. Для каждой картинки наша сеть будет предсказывать вероятность принадлежности к каждому из этих десяти классов. \n",
        "\n",
        "Соответственно, истинным значением целевой переменной будет вектор длины $10$, состоящий из $0$ с одной $1$ на месте номера класса, к которому принадлежит картинка.\n",
        "\n",
        "Это делаем функцией из `keras` `keras.utils.to_categorical`, которая принимает на вход исходный вектор значений выходной переменной и число классов."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "qj07Mr7CE9Zt"
      },
      "source": [
        "**Преобразуем правильные ответы в формат one hot encoding**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "VHzeTThQFEs1"
      },
      "outputs": [],
      "source": [
        "y_train = utils.to_categorical(Y_train, 10)\n",
        "y_test = utils.to_categorical(Y_test, 10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4CRTyiPsJZ3Z",
        "outputId": "740bccde-2b08-4a21-8487-9a8d0c198a7b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([0., 0., 0., 0., 0., 0., 1., 0., 0., 0.], dtype=float32)"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "y_train[0]"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "mnT8h77PFLXu"
      },
      "source": [
        "## Создаем нейронную сеть"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "U0MLXRCqkPGC"
      },
      "outputs": [],
      "source": [
        "# Создаем последовательную модель\n",
        "model = Sequential()\n",
        "# Первый сверточный слой\n",
        "model.add(Conv2D(filters=32,  kernel_size=(3, 3), padding='same',\n",
        "                        input_shape=(32, 32, 3), activation='relu'))\n",
        "# Второй сверточный слой\n",
        "model.add(Conv2D(32, (3, 3), activation='relu', padding='same'))\n",
        "# Первый слой подвыборки\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "# Слой регуляризации Dropout\n",
        "model.add(Dropout(0.25))\n",
        "\n",
        "# Третий сверточный слой\n",
        "model.add(Conv2D(64, (3, 3), activation='relu'))\n",
        "# Четвертый сверточный слой\n",
        "model.add(Conv2D(64, (3, 3), activation='relu'))\n",
        "# Второй слой подвыборки\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "# Слой регуляризации Dropout\n",
        "model.add(Dropout(0.25))\n",
        "\n",
        "# Слой преобразования данных из 2D представления в плоское\n",
        "model.add(Flatten())\n",
        "# Полносвязный слой для классификации\n",
        "model.add(Dense(512, activation='relu'))\n",
        "# Слой регуляризации Dropout\n",
        "model.add(Dropout(0.5))\n",
        "# Выходной полносвязный слой\n",
        "model.add(Dense(10, activation='softmax'))"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "hBCmSlqqFgvd"
      },
      "source": [
        "**Печатаем информацию о сети**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QwTq8WR1Frx9",
        "outputId": "26db5096-b7e4-4a5a-fabe-7ca01a912eeb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 32, 32, 32)        896       \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 32, 32, 32)        9248      \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 16, 16, 32)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 16, 16, 32)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 14, 14, 64)        18496     \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 12, 12, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 6, 6, 64)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 6, 6, 64)          0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 2304)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 512)               1180160   \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 512)               0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 10)                5130      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 1,250,858\n",
            "Trainable params: 1,250,858\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "model.summary()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "iZ8E1aF0FS1s"
      },
      "source": [
        "**Компилируем модель**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "VyVlJMdGkrv-"
      },
      "outputs": [],
      "source": [
        "model.compile(loss='categorical_crossentropy',\n",
        "              optimizer='adam',\n",
        "              metrics=['accuracy'])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Aq23si1YFYhF"
      },
      "source": [
        "## Обучаем нейронную сеть"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kyH5Ec9RkznF",
        "outputId": "29688b70-2979-444f-9cd1-f0b4a5868dc0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/15\n",
            "2813/2813 [==============================] - 27s 6ms/step - loss: 1.5448 - accuracy: 0.4334 - val_loss: 1.1874 - val_accuracy: 0.5712\n",
            "Epoch 2/15\n",
            "2813/2813 [==============================] - 14s 5ms/step - loss: 1.1730 - accuracy: 0.5816 - val_loss: 0.9964 - val_accuracy: 0.6516\n",
            "Epoch 3/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 1.0359 - accuracy: 0.6364 - val_loss: 0.8560 - val_accuracy: 0.7082\n",
            "Epoch 4/15\n",
            "2813/2813 [==============================] - 16s 6ms/step - loss: 0.9526 - accuracy: 0.6636 - val_loss: 0.8075 - val_accuracy: 0.7108\n",
            "Epoch 5/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.8976 - accuracy: 0.6853 - val_loss: 0.7595 - val_accuracy: 0.7286\n",
            "Epoch 6/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.8557 - accuracy: 0.6996 - val_loss: 0.7784 - val_accuracy: 0.7262\n",
            "Epoch 7/15\n",
            "2813/2813 [==============================] - 14s 5ms/step - loss: 0.8209 - accuracy: 0.7126 - val_loss: 0.7480 - val_accuracy: 0.7422\n",
            "Epoch 8/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.8019 - accuracy: 0.7173 - val_loss: 0.8036 - val_accuracy: 0.7112\n",
            "Epoch 9/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.7790 - accuracy: 0.7256 - val_loss: 0.7963 - val_accuracy: 0.7170\n",
            "Epoch 10/15\n",
            "2813/2813 [==============================] - 14s 5ms/step - loss: 0.7654 - accuracy: 0.7332 - val_loss: 0.8215 - val_accuracy: 0.7182\n",
            "Epoch 11/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.7468 - accuracy: 0.7362 - val_loss: 0.7115 - val_accuracy: 0.7540\n",
            "Epoch 12/15\n",
            "2813/2813 [==============================] - 14s 5ms/step - loss: 0.7290 - accuracy: 0.7425 - val_loss: 0.7119 - val_accuracy: 0.7550\n",
            "Epoch 13/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.7119 - accuracy: 0.7520 - val_loss: 0.6797 - val_accuracy: 0.7636\n",
            "Epoch 14/15\n",
            "2813/2813 [==============================] - 15s 5ms/step - loss: 0.7019 - accuracy: 0.7558 - val_loss: 0.7058 - val_accuracy: 0.7550\n",
            "Epoch 15/15\n",
            "2813/2813 [==============================] - 14s 5ms/step - loss: 0.6960 - accuracy: 0.7582 - val_loss: 0.6716 - val_accuracy: 0.7662\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(x_train, y_train,\n",
        "              batch_size=16,\n",
        "              epochs=15,\n",
        "              validation_split=0.1,\n",
        "              verbose=1)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "bHssPqMqF9sv"
      },
      "source": [
        "## Оцениваем качетсво обучения сети"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5y4AHwlNou5y",
        "outputId": "9e3cf0f6-f992-4474-fbb9-bab62bc55bf5"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "313/313 [==============================] - 1s 3ms/step - loss: 0.7161 - accuracy: 0.7577\n"
          ]
        }
      ],
      "source": [
        "# Оцениваем качество обучения модели на тестовых данных\n",
        "scores = model.evaluate(x_test, y_test, verbose=1)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fd1Xgsc77dOa",
        "outputId": "a3d58768-fe3e-46dd-9124-00fe0c910e1f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Доля верных ответов на тестовых данных, в процентах: 75.77\n"
          ]
        }
      ],
      "source": [
        "print(\"Доля верных ответов на тестовых данных, в процентах:\", round(scores[1] * 100, 4))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "laDVE2Zx5adS",
        "outputId": "314c6e77-fc11-4269-890b-30c8dc54ed08"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(history.history['accuracy'], \n",
        "         label='Доля верных ответов на обучающем наборе')\n",
        "plt.plot(history.history['val_accuracy'], \n",
        "         label='Доля верных ответов на проверочном наборе')\n",
        "plt.xlabel('Эпоха обучения')\n",
        "plt.ylabel('Доля верных ответов')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "wkFdAaRO5rlr",
        "outputId": "92fb46d6-c705-4add-b794-2b7e6b931f3a"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(history.history['loss'], \n",
        "         label='Ошибка на обучающем наборе')\n",
        "plt.plot(history.history['val_loss'], \n",
        "         label='Ошибка на проверочном наборе')\n",
        "plt.xlabel('Эпоха обучения')\n",
        "plt.ylabel('Ошибка')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "jZkuSNboZnfX"
      },
      "source": [
        "## Результат\n",
        "\n",
        "- [Лучшие результаты нейронных сетей](https://benchmarks.ai/cifar-10) для этого набора данных, разработанные людьми показывают 99%."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "9Ax2lw6hRDlm"
      },
      "source": [
        "## Сохраняем обученную нейронную сеть"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "uQhkelwPQ_PE"
      },
      "outputs": [],
      "source": [
        "model.save(\"cifar10_model.h5\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "CDf9Gw19GIGO"
      },
      "source": [
        "## Применяем сеть для распознавания объектов на изображениях"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "wFujwhUEGWOG"
      },
      "source": [
        "**Просмотр изображения из набора данных для тестирования**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "bxaxjSOAGOPX",
        "outputId": "143a3064-8169-45c6-bff1-9e9fd6be4bab"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "index=4000\n",
        "plt.imshow(X_test[index])\n",
        "plt.show()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ByO-DUMJGc32"
      },
      "source": [
        "**Преобразование тестового изображения**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "kvZbyn6xGhUe"
      },
      "outputs": [],
      "source": [
        "x = x_test[index]\n",
        "x = np.expand_dims(x, axis=0)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "hxcp2FfPGog1"
      },
      "source": [
        "**Запуск распознавания**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ap72-9_kNKU2",
        "outputId": "1bfdd9ac-a833-4230-a771-6a7c50b8eddb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1/1 [==============================] - 0s 194ms/step\n"
          ]
        }
      ],
      "source": [
        "prediction = model.predict(x)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "2Gldpmn2NQ6-"
      },
      "source": [
        "**Печатаем результаты распознавания**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P7opRiSZNUku",
        "outputId": "d95875b0-995e-41f4-b6d2-99fadaa148bf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[0.08667651 0.00680744 0.07442483 0.06971019 0.43020752 0.03130555\n",
            "  0.0087351  0.1842592  0.02905614 0.07881747]]\n"
          ]
        }
      ],
      "source": [
        "print(prediction)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "LQTiyEM3NfRG"
      },
      "source": [
        "**Преобразуем результаты из формата one hot encoding**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XVC_dTGqNohG",
        "outputId": "cc2abb69-0faf-4f74-ea43-a86c9096aacb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "олень\n"
          ]
        }
      ],
      "source": [
        "prediction = np.argmax(prediction)\n",
        "print(classes[prediction])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "zJy8tKjuNyD2"
      },
      "source": [
        "**Печатаем правильный ответ**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0zoGlCZWN2Id",
        "outputId": "a84aa1df-a770-4cbb-f7b9-ed01ae4a24ed"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "корабль\n"
          ]
        }
      ],
      "source": [
        "print(classes[Y_test[index][0]])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "1QnZ1pfIA_jo"
      },
      "source": [
        "## Распознаем дополнительное изображение"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 55
        },
        "id": "UjfiJbX7BEtA",
        "outputId": "21960e95-0413-4ddd-dc9f-526a91dcae02"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-0a359216-8e28-45d5-a28b-429b34a34d7e\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-0a359216-8e28-45d5-a28b-429b34a34d7e\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "{}"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "files.upload()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Ep-7TkvbXunR"
      },
      "source": [
        "**Смотрим загруженную картинку**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "DpEJyRjDXUuh",
        "outputId": "4d1d3242-3057-4dc7-b92b-8bb85361023b"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "img_path = '/content/56000207-pixel-art-illustration-of-airplane-airline-service-flying-air-passenger-transport.jpg'\n",
        "img = image.load_img(img_path, target_size=(32, 32))\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "KTwbT6byXyrC"
      },
      "source": [
        "**Преобразуем картинку в массив для распознавания**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "QTdXEhQ3X13R"
      },
      "outputs": [],
      "source": [
        "x = image.img_to_array(img)\n",
        "x /= 255\n",
        "x = np.expand_dims(x, axis=0)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "oeeqy0cjX7j6"
      },
      "source": [
        "**Запускаем распознавание**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cVIxQljlX-LZ",
        "outputId": "9a7bf873-64b7-47ce-d765-40353bec564b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1/1 [==============================] - 0s 21ms/step\n"
          ]
        }
      ],
      "source": [
        "prediction = model.predict(x)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Xpwe8v87D0bK",
        "outputId": "206d4d40-d152-4cbb-e9a8-db7bc86b091d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[9.4814485e-01, 5.7850384e-06, 1.5530439e-05, 3.9090722e-07,\n",
              "        1.4353317e-08, 6.2391681e-10, 7.3243775e-08, 4.3198972e-11,\n",
              "        5.1833048e-02, 3.1570249e-07]], dtype=float32)"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "prediction"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "icPqEIMzKOo_",
        "outputId": "005f4f52-1a19-4f76-c100-7533ab0d7653"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "prediction = np.argmax(prediction)\n",
        "prediction"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lvmAKsz4DytQ",
        "outputId": "0f1feebd-5dec-441c-b5d7-05fb4b15c63a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "самолет\n"
          ]
        }
      ],
      "source": [
        "print(classes[prediction])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "xu9vHlUVNiYC"
      },
      "source": [
        "## Предварительно обученная сеть VGG16"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "uOpFsnhxaVky"
      },
      "source": [
        "**VGG** - семейство существующих архитектур нейросетей, которые демонстрируют одни из лучших результатов в задачах выделения признаков из картинок.\n",
        "\n",
        "Пример архитектуры VGG-16\n",
        "\n",
        "<img src=\"https://neurohive.io/wp-content/uploads/2018/11/vgg16.png\" width=\"500\">\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "6TX6a2SoQmbh"
      },
      "outputs": [],
      "source": [
        "from tensorflow.keras.applications.vgg16 import VGG16"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_ZxZ1jfzQmY8",
        "outputId": "c6b9ea5b-d980-4f3b-8111-9ae4c123841b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "58889256/58889256 [==============================] - 4s 0us/step\n"
          ]
        }
      ],
      "source": [
        "# загружам предварительно обученную нейронную сеть\n",
        "net = VGG16(weights='imagenet', \n",
        "                    include_top=False, \n",
        "                    input_shape=(32, 32, 3))\n",
        "net.trainable = False"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "17qy9IMLarSp"
      },
      "source": [
        "ImageNet — это набор данных из более чем 15 миллионов размеченых изображений с высоким разрешением, принадлежащих примерно к 22 000 категориям. Изображения были собраны из Интернета и промаркированы людьми с помощью краудсорсингового инструмента Amazon Mechanical Turk. Начиная с 2010 года в рамках Pascal Visual Object Challenge проводится ежегодное соревнование под названием ImageNet Large-Scale Visual Recognition Challenge (ILSVRC). ILSVRC использует подмножество ImageNet с примерно 1000 изображений в каждой из 1000 категорий. Всего имеется примерно 1.2 миллиона обучающих изображений, 50 000 проверочных изображений и 150 000 тестовых изображений. ImageNet состоит из изображений с переменным разрешением. Поэтому изображения были уменьшены до фиксированного разрешения 256×256. Учитывая прямоугольное изображение, изображение масштабируется и вырезается центральный участок 256 × 256 из полученного изображения."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sHSM8AA8QmWK",
        "outputId": "67e85d90-7abb-4d33-ec31-57b2bef8a34d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"vgg16\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_1 (InputLayer)        [(None, 32, 32, 3)]       0         \n",
            "                                                                 \n",
            " block1_conv1 (Conv2D)       (None, 32, 32, 64)        1792      \n",
            "                                                                 \n",
            " block1_conv2 (Conv2D)       (None, 32, 32, 64)        36928     \n",
            "                                                                 \n",
            " block1_pool (MaxPooling2D)  (None, 16, 16, 64)        0         \n",
            "                                                                 \n",
            " block2_conv1 (Conv2D)       (None, 16, 16, 128)       73856     \n",
            "                                                                 \n",
            " block2_conv2 (Conv2D)       (None, 16, 16, 128)       147584    \n",
            "                                                                 \n",
            " block2_pool (MaxPooling2D)  (None, 8, 8, 128)         0         \n",
            "                                                                 \n",
            " block3_conv1 (Conv2D)       (None, 8, 8, 256)         295168    \n",
            "                                                                 \n",
            " block3_conv2 (Conv2D)       (None, 8, 8, 256)         590080    \n",
            "                                                                 \n",
            " block3_conv3 (Conv2D)       (None, 8, 8, 256)         590080    \n",
            "                                                                 \n",
            " block3_pool (MaxPooling2D)  (None, 4, 4, 256)         0         \n",
            "                                                                 \n",
            " block4_conv1 (Conv2D)       (None, 4, 4, 512)         1180160   \n",
            "                                                                 \n",
            " block4_conv2 (Conv2D)       (None, 4, 4, 512)         2359808   \n",
            "                                                                 \n",
            " block4_conv3 (Conv2D)       (None, 4, 4, 512)         2359808   \n",
            "                                                                 \n",
            " block4_pool (MaxPooling2D)  (None, 2, 2, 512)         0         \n",
            "                                                                 \n",
            " block5_conv1 (Conv2D)       (None, 2, 2, 512)         2359808   \n",
            "                                                                 \n",
            " block5_conv2 (Conv2D)       (None, 2, 2, 512)         2359808   \n",
            "                                                                 \n",
            " block5_conv3 (Conv2D)       (None, 2, 2, 512)         2359808   \n",
            "                                                                 \n",
            " block5_pool (MaxPooling2D)  (None, 1, 1, 512)         0         \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,714,688\n",
            "Trainable params: 0\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "net.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "tZOBmDidQmTb"
      },
      "outputs": [],
      "source": [
        "model = Sequential()\n",
        "# Добавляем модель VGG16 в сеть как слой\n",
        "model.add(net)\n",
        "model.add(Flatten())\n",
        "model.add(Dense(512, activation='relu'))\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Dense(10, activation='softmax'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kS7JJ6DcQmQh",
        "outputId": "9cb59736-82af-48d5-f7e9-3aeda816749f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " vgg16 (Functional)          (None, 1, 1, 512)         14714688  \n",
            "                                                                 \n",
            " flatten_1 (Flatten)         (None, 512)               0         \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 512)               262656    \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 512)               0         \n",
            "                                                                 \n",
            " dense_3 (Dense)             (None, 10)                5130      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,982,474\n",
            "Trainable params: 267,786\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "model.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "tfIozpo2QmNx"
      },
      "outputs": [],
      "source": [
        "model.compile(loss='categorical_crossentropy',\n",
        "              optimizer=\"adam\",\n",
        "              metrics=['accuracy'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xo9goZ8BQmLQ",
        "outputId": "a167722b-5d03-43e5-ca1e-98dcd977962c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/15\n",
            "2813/2813 [==============================] - 25s 8ms/step - loss: 1.4546 - accuracy: 0.4884 - val_loss: 1.2342 - val_accuracy: 0.5696\n",
            "Epoch 2/15\n",
            "2813/2813 [==============================] - 23s 8ms/step - loss: 1.2945 - accuracy: 0.5444 - val_loss: 1.1654 - val_accuracy: 0.5898\n",
            "Epoch 3/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.2409 - accuracy: 0.5623 - val_loss: 1.1508 - val_accuracy: 0.5940\n",
            "Epoch 4/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.2084 - accuracy: 0.5765 - val_loss: 1.1265 - val_accuracy: 0.6030\n",
            "Epoch 5/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.1804 - accuracy: 0.5864 - val_loss: 1.1163 - val_accuracy: 0.6082\n",
            "Epoch 6/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.1583 - accuracy: 0.5941 - val_loss: 1.1079 - val_accuracy: 0.6116\n",
            "Epoch 7/15\n",
            "2813/2813 [==============================] - 23s 8ms/step - loss: 1.1363 - accuracy: 0.6008 - val_loss: 1.0974 - val_accuracy: 0.6194\n",
            "Epoch 8/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.1196 - accuracy: 0.6064 - val_loss: 1.0907 - val_accuracy: 0.6264\n",
            "Epoch 9/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.1043 - accuracy: 0.6107 - val_loss: 1.1008 - val_accuracy: 0.6222\n",
            "Epoch 10/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.0853 - accuracy: 0.6171 - val_loss: 1.0912 - val_accuracy: 0.6222\n",
            "Epoch 11/15\n",
            "2813/2813 [==============================] - 22s 8ms/step - loss: 1.0705 - accuracy: 0.6207 - val_loss: 1.0954 - val_accuracy: 0.6222\n",
            "Epoch 12/15\n",
            "2813/2813 [==============================] - 26s 9ms/step - loss: 1.0519 - accuracy: 0.6279 - val_loss: 1.0779 - val_accuracy: 0.6252\n",
            "Epoch 13/15\n",
            "2813/2813 [==============================] - 24s 9ms/step - loss: 1.0406 - accuracy: 0.6328 - val_loss: 1.0922 - val_accuracy: 0.6254\n",
            "Epoch 14/15\n",
            "2813/2813 [==============================] - 24s 9ms/step - loss: 1.0277 - accuracy: 0.6391 - val_loss: 1.0872 - val_accuracy: 0.6268\n",
            "Epoch 15/15\n",
            "2813/2813 [==============================] - 24s 9ms/step - loss: 1.0153 - accuracy: 0.6392 - val_loss: 1.0842 - val_accuracy: 0.6272\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(x_train, y_train,\n",
        "              batch_size=16,\n",
        "              epochs=15,\n",
        "              validation_split=0.1,\n",
        "              verbose=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "bEzQXvuPQmI7",
        "outputId": "2fea6596-d8fd-45ff-e43c-3e78a30e2078"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(history.history['accuracy'], \n",
        "         label='Доля верных ответов на обучающем наборе')\n",
        "plt.plot(history.history['val_accuracy'], \n",
        "         label='Доля верных ответов на проверочном наборе')\n",
        "plt.xlabel('Эпоха обучения')\n",
        "plt.ylabel('Доля верных ответов')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oWGz359rRaIW",
        "outputId": "0a5bfae8-2bc8-455a-97cf-164bc94f0d79"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "313/313 [==============================] - 3s 9ms/step - loss: 1.1129 - accuracy: 0.6175\n",
            "Доля верных ответов на тестовых данных, в процентах: 61.75\n"
          ]
        }
      ],
      "source": [
        "# Оцениваем качество обучения модели на тестовых данных\n",
        "scores = model.evaluate(x_test, y_test, verbose=1)\n",
        "print(\"Доля верных ответов на тестовых данных, в процентах:\", round(scores[1] * 100, 4))"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "5oEE4a3Sa8qc"
      },
      "source": [
        "**Почему качество загруженной нейроной сети такое низкое? С чем это связано? Что можно сделать, чтобы улучшить нейронную сеть?**"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
